{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import visualize\n",
    "import importlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'data/fig/TO_ow.svg'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OnToVSz0KBSIiIlbSt29fypYty6RJk0hJSTFZlpKSwqRJk3BwcGDAgAHFUo9uXiQiImIl5cuXZ86cOYwaNYpu3brx7LPPmtzRMDY2lvnz51OxYsViqUehQERE7lmZ6Wl3dEfBwq6hKG+13Lp1a9atW8eSJUsIDQ0lPj6eqlWr6tkHIiIit7P2cw8Kq4ZVq1blurx27dq88847d/0+d0tzCkRERARQKBAREZEsCgUiIiICKBSIiIhIFquGgqSkJN555x18fX3x8vJi8ODBREVF5TkuMzOT5cuX8/TTT+Pp6ckjjzzCG2+8waVLl4qhahERkfuT1UKBwWAgKCiITZs2MXLkSKZNm0ZmZiaDBw8mOjo617Fz585l5syZtG3blhkzZjBixAh27NjBkCFDSE1NLaYtEBERub9Y7ZLE7du3s2fPHkJDQ2nVqhUATz75JF27dmXu3LmEhITkODY0NJRBgwbx2muvGdu8vLzo168fe/fupX379kVev4iIFB6DwYCNjY21yyjxDAbDXY232pGCyMhIPD09jYEAwN7enoEDB7Jjxw6SkpJyHGtjY0OVKlVM2lxdXYusVhERKTp2dnbcvHnT2mXcF27evImDg8Mdj7daKIiKisLb29us3cfHh7S0NE6dOpXj2Oeff56lS5fyzTffkJCQwNGjR5k4cSKNGjXC19e3KMsWEZFC5urqyrlz57hx48Zdf9P9NzIYDKSlpZGQkMBff/1F5cqV73hdVjt9EBcXR7Vq1cza3d3dAYiNjc1xbEBAAFeuXCEoKMjYVr9+fVatWoWdnfXvfiUiIvlXvnx5AM6fP09aWpqVqymZSpcujaOjI7Vq1cLR0fHO11OINRVIcnIy9vb2Zu3ZG5OcnJzj2NWrVxMeHs6oUaPw9vbm/PnzfPzxx7zxxht8+OGHlCpVsAMg+bniQURKhpYtW1q7hH+FgwcPWrsE+Ydr167l+Ajm/LJaKHB0dLR4pUB2GMgp6Vy8eJFp06bx/vvv07VrV2P7o48+SpcuXfjyyy/p3r17gWrx8PC4q3MwIiL/NgpfJVNKSkquX4StNqfA1dWV8+fPm7VfuHABADc3N4vjvvvuO2xsbPDz8zNpf+CBB/Dx8eHrr78u/GJFRET+Bax2pMDDw4NDhw6ZtR84cAA7Ozvq169vcdzNmzcxGAwWJ6NkZGTofJSIiMgdstqRAj8/P6Kiojhw4ICxLTU1ldDQUDp06ICzs7PFcV5eXqSlpbFx40aT9rNnz3LgwAG8vLyKsmwREZH7ltWOFDz++OP4+voSGBjIqFGjqFKlCmFhYcTFxbFgwQJjv5iYGM6ePYuXlxcVK1bE29ubp59+mjfffJNjx47RokULzp07x7Jly6hatSrPPfectTZJRESkRLNaKLCxsSEkJIQ5c+awcOFCbty4QbNmzVi5ciX16tUz9tu0aRMhISGsXLmSNm3aADBr1iw8PDyIiIhg9erVuLi48J///IdXXnkFFxcXK22RiIhIyWZj+BffKSJ7FqauPhC5vwwYH2rtEu5rn80caO0S5A7l9bmnRyeLiIgIoFAgIiIiWRQKREREBFAoEBERkSwKBSIiIgIoFIiIiEgWhQIREREBFApEREQki0KBiIiIAAoFIiIikkWhQERERACFAhEREcmiUCAiIiKAQoGIiIhkUSgQERERQKFAREREsigUiIiICKBQICIiIlkUCkRERARQKBAREZEsCgUlVGRkJD179qRZs2a0a9eOadOmkZiYWKDxDRs25KOPPsqz75IlS2jYsCFffvml2bJ9+/bRsGHDHP+tW7euQNslIiLWU9raBUjBhYeHM3nyZJo3b05AQADnzp1j9erVHDlyhFWrVmFvb5/r+JSUFGbNmsVDDz3EiBEjcu17+fJlPvroIx555BG6detmtrx27dpMmjTJrH3JkiX8/fffNGjQoGAbJyIiVqNQUMJcuXKF6dOn065dOxYtWoStrS0Abdu2ZezYsYSHhzNo0KBc17Fs2TLOnz/Pp59+ip2dXa59P/jgA9LS0pgyZYrF5e7u7gwdOtSkbdGiRcTHxzNz5kw8PDzyvW0iImJdOn1QwkRGRpKUlERwcLAxEAD4+/vj6elJREREruPj4+NZuHAhvXv3plWrVrn2PX78OBEREYwaNYpatWrlq76dO3cyd+5cgoKCeOaZZ/I1RkRE7g0KBSXMwYMHcXV1pUmTJmbLOnTowLFjx3KdWzBv3jycnJx49dVXuXz5Munp6Tn2nTlzJg8++CDDhw/n8uXLZGZm5lpbTEwMwcHBPP3004wePTr/GyUiIvcEhYIS5uzZszz44IMWl2W3//777zmOXbduHRUrVuTxxx/H19cXb29v3nrrLW7evGnSd9++fezevRt7e3t8fHzw9fXFx8eHuXPnkpGRYbbuxMREAgICcHd359VXX73LrRQREWvQnIISJjExkQceeMDisgoVKgBw/fp1i8uXL19Oeno6N2/eZNSoUVSpUoU9e/awevVq/vrrL5YsWYKNjQ1wa6IgQGZmJsHBwZQtW5ZvvvmGjz/+mISEBN555x2Tda9Zs4YzZ84A0L59e2rUqEFgYCA9e/YslO0WEZGip1DwL5GZmcnmzZt54IEH+PLLLylbtiwA3bt3p1atWnz44Yf88MMPPPbYYyQkJLBr1y68vLxMJiP26tWLSZMmER4eztChQ6lXr55x/f379+fSpUs0adKEK1eu8PnnnzNp0iQMBgO9evWyyjaLiEjB6PRBCVO2bFmuXbtmcdnVq1cBKFeunNmymJgYrl27xpAhQ4yBINvzzz9PqVKl2L17NwBRUVFkZmbywgsvmF2d8MILLwAY+2YrU6YMEyZMoGvXrgwZMoS1a9fSoEED5s2bd2cbKiIixU6hoISpXbs20dHRFpfFxMQY+/xTdmCoXr262TInJydcXFyMfbL/W61aNbO+2W3ZfXJib2+Pn58fFy9eJCEhIde+IiJyb1AoKGFatmxJXFwcx48fN1u2c+dOGjVqZHYkAKBq1aoAFgPFlStXSEhIwN3dPc++2W3ZfTMzM/nll18s1pp9ZYODg0NemyUiIvcAhYISxs/PjzJlyjB79myTqwC2bt3K4cOHczx/X7NmTRo2bMiKFSu4cOGCsd1gMDB79mwAnnrqKQC8vb2pVKkSCxYsMDlVkZaWxgcffIC9vT2dOnUCYPPmzfTt25dPP/3U5P0SExPZsGEDTZs2xdnZuXA2XkREipQmGpYwlSpVYvz48UyZMoUBAwbQqVMnzp07x7p162jWrBn9+vUD4PTp08bJgl5eXgBMnTqV5557jmeeeYZu3brh4uLC7t27OXToEM8//zyNGzcGbh36f/vttxkzZgxdu3bF398fBwcHvv32W06cOMGbb75J5cqVAXj66af56quveOedd/j+++9p0aIF169fZ/PmzVy+fJkZM2ZY5fckIiIFZ2MwGAzWLsJaUlJSiIqKwsPDo8Qd4t6yZQuLFy/m9OnTVKhQgSeffJJx48YZTx2sW7eOSZMmERQUZHIjoePHjxMSEsJPP/1ESkoK9erVY9CgQfTo0cPsPfbv38/ChQs5fPgwmZmZNG7cmBEjRtCxY0eTfhkZGYSFhREREcHZs2dxcHCgRYsWBAUF6TbHYhUDxodau4T72mczB1q7BLlDeX3uKRSU0FAgIjlTKChaCgUlV16fe5pTICIiIoBCgYiIiGRRKCgiqWnmzweQwqXfsYhI4dLVB0XE3s5W5zWLmM5riogULh0pEBEREUChQERERLIoFIiIiAigUCAiIiJZFApEREQEUCgQERGRLAoFIiIiAigUiIiISBaFAhEREQEUCkRERCSLQoGIiIgACgUiIiKSRaFAREREgHsgFCQlJfHOO+/g6+uLl5cXgwcPJioqKt/j4+PjadGiBZMmTSrCKkVERO5/Vg0FBoOBoKAgNm3axMiRI5k2bRqZmZkMHjyY6OjofK3jgw8+AGDs2LFFWKmIiMj9z6qhYPv27ezZs4f58+czdOhQunTpwrJly3B1dWXu3Ll5jj9+/Djr1q1j5MiRuLq6FkPFIiIi9y+rhoLIyEg8PT1p1aqVsc3e3p6BAweyY8cOkpKSch0/Y8YMqlWrxvDhw4u6VBERkfueVUNBVFQU3t7eZu0+Pj6kpaVx6tSpHMfu2rWLPXv28Oqrr1K6dOmiLFNERORfwaqhIC4ujmrVqpm1u7u7AxAbG5vj2P/93/+lTJkyLF26FE9PT7y9vXn99de5fv16kdUrIiJyP7PqV+zk5GTs7e3N2h0dHY3LLYmKiuLXX3/FxcUFf39/xowZw4kTJ1iwYAFnzpwhNDSUUqXyn3cKcrVDfrVs2bLQ1ynmDh48aO0S5B6jfa94aN+7P1k1FDg6OpKammrWnh0GssPBP+3atQsbGxsWLVpE8+bNAXj00Ud56KGHePHFF9m9ezePPvpovuvw8PDAwcHhDrZArE0fACLWoX2vZEpJScn1i7BVTx+4urpy/vx5s/YLFy4A4ObmZnHc+fPnqVWrljEQZOvQoQPOzs5F8s1fRETkfmfVUODh4cGhQ4fM2g8cOICdnR3169e3OK5MmTKkp6ebtWdmZpKRkaGJhyIiInfAqqHAz8+PqKgoDhw4YGxLTU0lNDTU+K3fkocffphz586xd+9ek/YtW7aQnJxM69ati7RuERGR+5FVv1I//vjj+Pr6EhgYyKhRo6hSpQphYWHExcWxYMECY7+YmBjOnj2Ll5cXFStWpH379rRr146AgACGDh1K/fr1+e2331i5ciVdunQxO60gcjciIyNZvHgxp0+fpnz58nTu3JkxY8ZQtmzZHMd8+OGHhISEWFzWunVrVq1aBcC+ffsYMmRIjut5//336dmzp/F1TEwM8+bNIzIykkWLFvHYY4/d4VaJiJizaiiwsbEhJCSEOXPmsHDhQm7cuEGzZs1YuXIl9erVM/bbtGkTISEhrFy5kjZt2mBjY8NHH33E/Pnz2bBhA/Hx8VSvXp3Ro0fz/PPPW3GL5H4THh7O5MmTad68OQEBAZw7d47Vq1dz5MgRVq1aZfHqmduNHDmSypUrm7RlX3ILULt2bYvP7ViyZAl///03DRo0MLa9/fbbhIeHA7duES4iUtisfvLd2dmZyZMnM3ny5Bz7jB49mtGjR5u02dvbM3bsWD3zQIrMlStXmD59Ou3atWPRokXY2toC0LZtW8aOHUt4eDiDBg3KdR1DhgyhatWqOS53d3dn6NChJm2LFi0iPj6emTNn4uHhYWz/5ptvGD58OM2bNycwMPDON0xEJAeFPqcgMzOTv//+u7BXK1LsIiMjSUpKIjg42BgIAPz9/fH09CQiIiLX8TY2NlSsWLFA77lz507mzp1LUFAQzzzzjMmyL7/8kuDgYMqVK1egdYqI5FeuoWDy5Mlcvny5QCs8e/Ysbdu2vauiRO4FBw8exNXVlSZNmpgt69ChA8eOHSMxMTHH8RUqVKB06dKkpaVx+fLlPA/5x8TEEBwczNNPP212ZAygUqVKBd8IEZECyPX0QUREBMOHD6dy5co5Tpr6Jx0lkPvF2bNnefDBBy0uy27//fffadq0qcU+dnZ2vPLKK2zbto309HRcXFwYMmQIo0aNMrvjZmJiIgEBAbi7u/Pqq68W7oaIiORTrqHg9m82ISEh1KhRA1tbW/744w/q1KnD2bNnqVWrFjY2Nvz+++/UqVOHtLS0Ii9apDgkJibywAMPWFxWoUIFgFyftREfH09sbCxTpkzBYDCwZcsW5s2bR2JiIhMmTDDpu2bNGs6cOQNA+/btqVGjBoGBgSZXHoiIFLUCTTRcvHgxlStXpk2bNkRGRtKoUSPWrFmDk5MTzZs3JzIykujoaLp06VJU9YqUCE899RT29va88MILxqMCffr0YdSoUaxcuZIXXnjB5HRA//79uXTpEk2aNOHKlSt8/vnnTJo0CYPBQK9evay1GSLyL5PnREMbGxuTn29/fXtbdvs/l4uUVGXLluXatWsWl129ehUgx0l/DRo04MUXXzQ5TWBjY8OQIUNIT083e5hMmTJlmDBhAl27dmXIkCGsXbuWBg0aMG/evELaGhGRvFkMBTt27GD48OHY2NgwadIk48+WJkrpemm5X9WuXZvo6GiLy2JiYox9CiL7eR55PeLb3t4ePz8/Ll68SEJCQoHeQ0TkTlkMBc7OzlSrVg2DwYCrqyvVq1cv7rpErK5ly5bExcVx/Phxs2U7d+6kUaNGFu9qmJiYyIoVKzh16pTZsj/++AP4/3CQmZnJL7/8YvH9s5/voSd4ikhxsRgKfHx8ePfddwEYM2YM06ZNy/cRAR05kPuFn58fZcqUYfbs2WRkZBjbt27dyuHDh3M815+ens68efN46623SElJMbanpqayZMkSKlSogI+PDwCbN2+mb9++fPrppybrSExMZMOGDTRt2jTHZ4CIiBS2PCca/nNOQW7Lc+ojUhJVqlSJ8ePHM2XKFAYMGECnTp04d+4c69ato1mzZvTr1w+A06dPs2vXLry8vPDy8sLFxYUpU6Ywfvx4unTpgr+/P6VKlWLbtm2cOnWK6dOnG2+P/PTTT/PVV1/xzjvv8P3339OiRQuuX7/O5s2buXz5MjNmzLDmr0BE/mXyDAW3f/Pv0aOHcW6Bt7c3AB07djT28/b21pECua/079+fChUqsHjxYkJCQqhQoQLPPvss48aNM36w//rrr7z//vsEBQXh5eUFQNeuXXF3d+fjjz9m9erVpKam0qRJExYuXEj79u2N6y9VqhTz5s0jLCyMiIgIFi5ciIODAy1atCAoKMjkNsciIkUt35ckvv/++/nqFxcXxwcffHCn9Yjcc/z9/fH3989xec+ePS3eT8DHx8d4miA3tra2DBo0KM/nKGRr06YNJ06cyFdfEZGCsBgKkpKSiIuLIzIykpo1awK3jhLkR3R0NHPnzi28CkVERKRYWAwFe/fuJSgoiFq1atG5c2eeeuqpfD/YxcnJiW+//bZQixQREZGiZzEUPProo3z88cfs2rWL9evXs3jxYrM+BoPB4qTC7PZjx44VfrUit8lMT6NUaTtrl3Ff0+9Y5N/FYihwcHCgQ4cOdOjQgddff529e/cSFhbG9u3byczMpHv37gwbNszsoS4ixalUaTsOzhxh7TLuay3HL7F2CSJSjPJ1SaKvry++vr78+eefzJkzh/Xr1+Po6MiUKVOKoUQREREpDgV6IFLNmjWZO3cur7/+OlWqVCmqmkRERMQK7uj4f26BQPcpEBERKZlyDQU//fSTycNYYmJiLN5MJT4+nvnz59OpUye2b99e+FWKiIhIkcs1FAwZMoTdu3cbXxsMBuNDWgD279/Pyy+/TMeOHQkLC6Nz5840atSo6KoVERGRIpPrnAJLpwKyL0Ncu3YtkydP5tFHH2XevHm0b98eW1vboqlSREREilyBJhrernPnzrRu3dp4x0MREREp2QocCgwGQ66XIjo5OfHUU08ZHwwjIiIiJcMdHSn4/fffc1x27Ngxvv76a004FBERKWEKHApsbGxYtmxZjss///xz3nrrrbsqSkRERIrfHd+n+Pjx47z77rv89ttvJu0ODg5kZmbedWEiIiJSvO44FCQkJPDjjz/Su3dvevXqxZYtWzAYDPj4+LB+/fpCLFFERESKQ66h4OOPP6Z169YmbdmXKfr6+rJx40ZWrVpFtWrVCA4OpkuXLsTGxupeBSIiIiVQrqGgQ4cOuLm5ceHCBYYMGULt2rX5+uuvSU9P58UXX+Trr7+mVatWhISEsH79etzd3bG3ty+u2kVERKQQ5Wui4c2bN/npp5+wtbWlVq1aTJo0ifj4eNq2bWvs07BhQ5YuXVpkhYqIiEjRshgK9uzZw8cff2x8nZycDNy67XFycjJHjhyhYcOGBAYG5rjilStXFnKpIiIiUpQshoJy5cpRv3594+tr167x66+/cuPGDaKiorC1teWBBx7A3d292AoVERGRomUxFHh6euLp6Wl8HR0dzaZNm4iIiODo0aOsWbOGzZs30759e1566SWTACEiIiIlU74uSXR2dubhhx8GoEmTJrz99tts3bqV8uXL07t3b8LCwoq0SBERESl6+Zpo6O7ubnYXw8qVK/PWW2/x2muvYWdnVyTFiYiISPG545sXZVMgEBERuT/keaTg4sWLLFmyhIoVK9KxY0eaNGlSHHWJiIhIMcsxFMydO5e///6b3r17c/78eXbt2sWyZcv44YcfcHJywt/fP8eV2trasnHjxiIpWERERIpGjqcPqlevzvbt2/H09GTBggWsWbOGxMRE4uPjAThz5gxt27bFz8/P7OfsSYkiIiJScuQYCjp06MClS5c4fvw4ABUqVAAgIyPD2GfQoEGMHj3a7OcBAwYUWcEiIiJSNHIMBW5ubtSvX589e/YUZz0iIiJiJblefdCmTRt++umn4qpFRERErCjXUNC6dWsOHTpUXLWIiIiIFeUaClq0aMG1a9c4e/YsN27cAKB06f+/YMHGxibPn0VERKRksHhJ4v79+/nkk08AKFWqFOPHj+fmzZs4OTnh5uZm7Pc///M/lC1b1uznOXPmMG/evKKuXURERAqRxVDg4OBAlSpVAOjRowdw6/kHTzzxBPb29gA8+eSTACQlJVn8WUREREoWi6GgefPmNG/eHIA//viD0NBQ/vvf/1K6dGlSU1PZu3cvgYGBNGzYsFiLFRERkaKT57MPLl68yMqVK0lPTwduzSmYOnUqc+fOLfLiREREpPhYPFLw/fffs2HDBgAuX76MwWBgwoQJxkmGtra27N69m+DgYLOx9vb2+Pv78+ijjxZh2SIiIlLYLIaCjIwMkpOTAUhNTcXGxoaUlBTj0YL69etz4cIFjh8/Tp06dUzGnjlzhh9++IFdu3YVbeUiIiJSqCyGgo4dO9KxY0cA9u3bx9ChQ5k7dy5OTk7GPgEBAWRmZjJ//nyTsadOnaJr1675LiApKYk5c+YQGRnJjRs38PT0ZMKECXh4eOR7HUePHqVXr15kZmayfft2atSoke+xIiIickuecwqqVq1K9+7dTe5PAODn58fZs2eNRw+yOTs74+fnl683NxgMBAUFsWnTJkaOHMm0adPIzMxk8ODBREdH53sjZsyYYVafiIiUTJGRkfTs2ZNmzZrRrl07pk2bRmJiYq5jGjZsmOO/iRMn5jhu5MiRNGvWjN9//z3HPseOHeP555/H29sbHx8fAgMDOXv27J1u3j0tz0/SBx98kPfff9+svWvXrhaPCFSvXj3fkxC3b9/Onj17CA0NpVWrVsCtSx27du3K3LlzCQkJyXMd3333HT/++CPDhw833ltBRERKpvDwcCZPnkzz5s0JCAjg3LlzrF69miNHjrBq1SrjZfH/NGnSJLO2rVu3cujQoRyPPP/www/s3LmTMWPGULt2bYt9jh07Rv/+/XFxceG5554jLS2NtWvX0rdvXyIiIqhZs+adb+w9yKpfryMjI/H09DQGArg1UXHgwIHMnDmTpKQknJ2dcxyfnp7OrFmzeOyxx2jbtq1CgYhICXblyhWmT59Ou3btWLRoEba2tgC0bduWsWPHEh4ezqBBgyyOHTp0qMnrAwcOMHv2bPr06WNxTHp6OtOnT+ehhx5ixIgROdb09ttvU7ZsWdauXUvlypUB6NOnDz169GDWrFn33Y368jx9UJSioqLw9vY2a/fx8SEtLY1Tp07lOj48PJyzZ8/y3//+t6hKFBGRYhIZGUlSUhLBwcHGQADg7++Pp6cnERER+VrPhQsXePnll/Hx8WHKlCkW+6xevZro6Gjefvtt7OzsLPaJjo7m559/ZsSIEcZAAFC7dm369evHtm3buHLlSv43sASwaiiIi4ujWrVqZu3u7u4AxMbG5jg2MTGRkJAQevbsSYMGDYqsRhERKR4HDx7E1dWVJk2amC3r0KEDx44dy3NuQXJyMoGBgbi4uDBv3jyL882yPz969+6Np6dnjh/sBw4cAKB9+/Zmyzp27EhGRgY///xzfjatxLDq6YPk5GSL54ccHR2Ny3OyaNEibt68ySuvvHLXdURFRd31Ov6pZcuWhb5OEWs4ePCgtUsoEO17xaMo/r84evQoVatWtbju7AftffXVV9StWzfHdYSEhBAdHc3EiRM5fvw4pUqZf/eNiIjgypUr/PzzzzRv3hyDwUDVqlXp27cvvr6+xn779u3D1taWS5cukZCQYLKO69evA7Br1y4qVKhwR9t7L7JqKHB0dCQ1NdWsPTsMZIeDf7pw4QIrVqzghRdeoGrVqnddh4eHBw4ODne9HpH7kT5kxZKi+P8iMzOTGjVqWFx39udCTssBjhw5wp49ewCYMmUK5cuXp1+/fowePdr4BTQlJYWAgADg1mmAoUOHkpycTHh4OCEhIdSuXZtu3boBsH79esqVK4ePj4/Ze6WlpQHg4uJSovaRlJSUXL8IWzUUuLq6cv78ebP2CxcuAJg8kfF2c+bMwcnJiT59+nDt2jUAbt68Cdw6LJTXBEUREbn/eHp6MnbsWKpWrWq8b82iRYuIi4tjxowZAOzcuZO///6bYcOGmVyq+OyzzxonD3bp0sXiEYZ/A6uGAg8PDw4dOmTWfuDAAezs7Khfv77FcRs3bsRgMPDYY4+ZLXvmmWdo3bo1q1atKvR6RUSk6JQtW9b4Re+frl69CkC5cuVyXcdLL71k/LlPnz5MnjyZzz//nICAAGrXrs2vv/4KwKhRo0zGOTg4MGTIEN566y1OnjxJo0aNKFu2LElJSWRmZpqFhOw686qnpLFqKPDz8yMwMJADBw4YL0tMTU0lNDSUDh065Phtf8WKFWZtv/76K7Nnz2bOnDk8+OCDRVq3iIgUvtq1a/PTTz9ZXBYTE2PsUxDPPPMM4eHhHDt2jNq1a3P16lWcnZ0tzgPInvieHUBq165NWloaf/zxh9kt/bPrqVWrVoHquddZNRQ8/vjj+Pr6EhgYyKhRo6hSpQphYWHExcWxYMECY7+YmBjOnj2Ll5cXFStWpE2bNmbrSklJAW499lm3ORYRKXlatmzJ5s2bOX78OI0aNTJZtnPnTuO3d0tOnz5N1apVzT7ss++6mz1vrGrVqiQlJREbG2t2ijr7TrrZ4SD7y+rOnTvNQsGOHTuwtbWlRYsWd7Cl9y6rnjSxsbEhJCSELl26sHDhQl5//XVKlSrFypUrqVevnrHfpk2beOmllzh58qQVqxURkaLk5+dHmTJlmD17NhkZGcb2rVu3cvjwYXr16mVx3F9//UX37t156623TMYZDAY+++wz7O3t8fLyAuCJJ54AYObMmWRmZhr7Xrp0iWXLltG4cWPjt/+HHnoILy8vlixZYnL1wZ9//klYWBidOnWiUqVKhbb99wKrPzDA2dmZyZMnM3ny5Bz7jB49mtGjR+e6nscee4wTJ04UdnkiIlJMKlWqxPjx45kyZQoDBgygU6dOnDt3jnXr1tGsWTP69esH3DoqsGvXLry8vPDy8qJGjRoEBwczffp0zpw5wxNPPIGNjQ3ff/89v/76K8HBwVSsWBGAJk2a8Nxzz7FixQrOnj1L+/btSUpKYuPGjdy8edPsIX9vvvkmAwYMoFevXnTv3p309HTWrl1L6dKlmTBhQrH/joqa1UOBiIhItv79+1OhQgUWL15MSEgIFSpU4Nlnn2XcuHHGywp//fVX3n//fYKCgoxHAIYNG8aDDz7IJ598wqpVq0hPT6dhw4bMnTsXf39/k/d47bXXqF+/PmFhYSxduhQnJydat27N6NGjzSa4N23alM8++4w5c+awfPlybG1t8fHxYfz48ffdcw9AoUBERO4x/v7+Zh/kt+vZsyc9e/Y0a2/fvr3Fuw9a0qdPH/r06ZOvvk2bNmXp0qX56lvS/TsvxBQREREzCgUiIiICKBSIiIhIFoUCEREpkMz0NGuX8K9gjd+zJhqKiEiBlCptx8GZI6xdxn2v5fglxf6eOlIgIiIigEKBiIiIZFEoEBEREUChQERERLIoFIiIiAigUCAiIiJZFApEREQEUCgQERGRLAoFIiIiAigUiIiISBaFAhEREQEUCkRERCSLQoGIiIgACgUiIiKSRaFAREREAIUCERERyaJQICIiIoBCgYiIiGRRKBARERFAoUBERESyKBSIiIgIoFAgIiIiWRQKREREBFAoEBERkSwKBSIiIgIoFIiIiEgWhQIREREBFApEREQki0KBiIiIAAoFIiIikkWhQERERACFAhEREcmiUCAiIiKAQoGIiIhkUSgQERERQKFAREREsigUiIiICKBQICIiIlkUCkRERARQKBAREZEsCgUiIiICKBSIiIhIFoUCERERARQKREREJIvVQ0FSUhLvvPMOvr6+eHl5MXjwYKKiovIc99dffxEcHEzbtm3x8vJi0KBBHDhwoBgqFhERuT9ZNRQYDAaCgoLYtGkTI0eOZNq0aWRmZjJ48GCio6NzHBcbG0v//v355ZdfCAoKYsqUKQAMGzaM48ePF1P1IiIi9xerhoLt27ezZ88e5s+fz9ChQ+nSpQvLli3D1dWVuXPn5jhuw4YNZGRksGbNGgYOHEj37t1ZunQpVapUITQ0tBi3QERE5P5h1VAQGRmJp6cnrVq1MrbZ29szcOBAduzYQVJSksVxI0eO5Msvv6RKlSrGNgcHBxo2bMjFixeLvG4REZH7kVVDQVRUFN7e3mbtPj4+pKWlcerUqRzH3h4IADIyMjh+/Dh169Yt9DpFRET+DawaCuLi4qhWrZpZu7u7O3Br7kB+ff7558TGxtKzZ89Cq09EROTfpLQ13zw5ORl7e3uzdkdHR+Py/Dh9+jQzZsygT58+NGrUqMB15Odqh4Jq2bJloa9TxBoOHjxo7RIKRPue3E+Ke/+zaihwdHQkNTXVrD07DGSHg9xcvXqVwMBAatSowaRJk+6oDg8PDxwcHO5orMj9Th+yItZT2PtfSkpKrl+ErRoKXF1dOX/+vFn7hQsXAHBzc8t1fGpqKkFBQVy7do3w8HCcnJyKpE4REZF/A6uGAg8PDw4dOmTWfuDAAezs7Khfv36u4ydPnszhw4dZsWIFNWvWLKoyRURE/hWsOtHQz8+PqKgokzsRpqamEhoaSocOHXB2ds5x7Pz589mwYQPvv/8+LVq0KI5yRURE7mtWPVLw+OOP4+vrS2BgIKNGjaJKlSqEhYURFxfHggULjP1iYmI4e/YsXl5eVKxYkcjISD788EN8fX0pU6YM3333ncl6O3bsWNybIiIiUuJZNRTY2NgQEhLCnDlzWLhwITdu3KBZs2asXLmSevXqGftt2rSJkJAQVq5cSZs2bdi5cycGg4Hdu3eze/dus/WeOHGiODdDRETkvmDVUADg7OzM5MmTmTx5co59Ro8ezejRo42vp0+fzvTp04ujPBERkX8Nqz8lUURERO4NCgUiIiICKBSIiIhIFoUCERERARQKREREJItCgYiIiAAKBSIiIpJFoUBEREQAhQIRERHJolAgIiIigEKBiIiIZFEoEBEREUChQERERLIoFIiIiAigUCAiIiJZFApEREQEUCgQERGRLAoFIiIiAigUiIiISBaFAhEREQEUCkRERCSLQoGIiIgACgUiIiKSRaFAREREAIUCERERyaJQICIiIoBCgYiIiGRRKBARERFAoUBERESyKBSIiIgIoFAgIiIiWRQKREREBFAoEBERkSwKBSIiIgIoFIiIiEgWhQIREREBFApEREQki0KBiIiIAAoFIiIikkWhQERERACFAhEREcmiUCAiIiKAQoGIiIhkUSgQERERQKFAREREsigUiIiICKBQICIiIlkUCkRERARQKBAREZEsCgUiIiICKBSIiIhIFquGgqSkJN555x18fX3x8vJi8ODBREVF5Wvs7t276d27N82aNaN9+/b87//+L2lpaUVcsYiIyP3LaqHAYDAQFBTEpk2bGDlyJNOmTSMzM5PBgwcTHR2d69h9+/YxcuRI3NzcmD59On379mXp0qVMmTKleIoXERG5D5W21htv376dPXv2EBoaSqtWrQB48skn6dq1K3PnziUkJCTHse+//z4+Pj7Mnz/f2Obu7s6kSZMYPHgwjRo1KvL6RURE7jdWO1IQGRmJp6enMRAA2NvbM3DgQHbs2EFSUpLFcTExMRw7doxhw4aZtD/zzDNUqlSJLVu2FGndIiIi9yurhYKoqCi8vb3N2n18fEhLS+PUqVM5jgPMxtra2tKiRQt+++23wi9WRETkX8Bqpw/i4uKoVq2aWbu7uzsAsbGxOY5zdnamXLlyZsuqVavG/v37812DwWAAIDU1Nd9jCqJ8GbsiWa/ckpKSAo7m/x9I4UlJSbF2CXdE+17R0r5XPIpi/8v+vMv+/Psnq4WC5ORk7O3tzdodHR2Ny3Ma5+DgYHGZg4NDjuMsyb5a4eTJk/keUxAvdK1XJOuVW6KiouCRQdYu476W36uB7jXa94qW9r3iUZT7X1pamvHz9nZWCwWOjo4Wv6Fnf6hbKja7Paf0lJKSkuM4S5ydnWnQoAF2dnbY2Njke5yIiEhJZDAYSEtLw9nZ2eJyq4UCV1dXzp8/b9Z+4cIFANzc3CyOc3NzIykpiWvXrlG+fHmTZefPn8fV1TXfNZQqVcriaQgREZH7VW5fnq020dDDw4NDhw6ZtR84cAA7Ozvq169vcVzTpk0BzMZmZGTwyy+/4OHhUfjFioiI/AtYLRT4+fkRFRXFgQMHjG2pqamEhobSoUOHHA9t1K1bl8aNG7N8+XKT9g0bNpCQkICfn19Rli0iInLfsjHkNAWxiBkMBoYPH87Ro0cZNWoUVapUISwsjKNHjxIREUG9ercmCsXExHD27Fm8vLyoWLEicOuOhsOGDaNjx4506dKFmJgYPv74Y7p27cq7775rjc0REREp8awWCuDWsw/mzJnDli1buHHjBs2aNWP8+PF4enoa+3z44YeEhISwcuVK2rRpY2zftWsXH3zwASdOnKBixYr07NmTwMBA7Ox0KZKIiMidsGooEBERkXuHHp0sIiIigEKB3IV75SBTZmbmPVOLSHHQ/+9SVBQK5I6EhITg5+dXbH+cXn75ZTZu3GhxWVBQEJ988kmOYy3dJGvhwoW89957APz1119MnTq1wDV99NFHvPLKKwUeJ3I3invfuxs3b97k2rVrBfqXmZmZ53q17xUdq928SEqG1NRU4uLizNqbNGnChx9+yNatW83uDWFnZ4ebmxsJCQlcuXLFZFnFihVZu3YtS5Yssfh+Li4ubN261fj64sWLuLu7k5SURFpaGpcuXaJUqVJUqlQpX/UnJyfj7+/PtGnT8PX1NbZHRETQuXNnAKpUqcKXX36Jv7+/yVM7s8XFxXH9+nWzdmdnZ7Zu3cr+/fupXLmy2fKaNWtavJW3SH5Ye9/bsGED48ePL1DN+/fvp0KFCsbXb7/9Nl988UWB1rF9+3Zq1KgBaN+zBoUCydXRo0fp27dvjsstpfVatWrxzTffEBoaSkhIiMmy4cOHU6ZMGerWrUtAQIDJshMnTpj8wcrMzKRHjx6Eh4cb2xYvXoytra1J282bN9m1axcfffSRsW3btm24uLjg6OjIww8/zOzZs1m7di02NjYcOHCAP/74g+bNm/P7778D0Lp1az777DOqVq0K3PrjWr16dQBmzpyZ41EKgMGDB1ts37hxIw0aNMhxnEhurLnvATz++OMmj6KfP38+V65c4Y033jB735MnTzJmzBjKli1rtszPz4/XX389x+3IduHCBfr06WPSpn2v+CkUSL78+OOPlClTBoA///yT0qVLW3zKZVhYGKGhoQCMHj2a0aNHG5cNHjyYSpUqkZycTKVKlXjsscfYtm0bO3bsYNq0aWYPuipVqhT/+c9/jN9eDAYDX3/9NWFhYSbfYAICAmjZsiXPP/+8xdpHjRqFn58fW7dupXPnzqxcuRKAwMBAs76bN28G/v+PK8DUqVPp3r077dq1M/bbu3cvb731FrNnz8bDw4PPPvuMLl264OLiwsWLF4mOjtYfJSkU1tj3AMqWLWvyIX/8+HF69+5tvIfM7WJjY3FycsLW1tZsmaOjozFs58bSM2207xU/zSmQXNnb2/PAAw/g6OiIg4MDDg4OTJgwgQ8//ND4+vZ/FStWNH7DPnPmDP/973+N6zpz5gwPPfSQyfpjY2M5depUju//xBNPsG3bNgB++ukn6tSpg7u7O4MHD+aRRx7hkUce4YcffmD+/PnG17e/J9w6lNijRw8WL17M4cOH+frrr+nQoQMnTpww/gNYv3698XV2IABISEhg5syZvPrqq/z999+sWLGCcePG0a9fP06cOMGLL77I1q1bsbW1ZenSpXTr1o3ffvvt7n7x8q9n7X3vdpGRkZw/f55nnnnG4vKEhIQ8nyOzb98+GjZsaPZv6NChOY7Rvlf8dKRAcvXQQw8RGRkJ3EryZ86cISoqijFjxlhM9p07d6Zz585kZmbi6urKDz/8wLZt22jVqhWXLl3ioYceMnkcaEZGBqVK5ZxNXV1d6devH6tXr8bDwwM/Pz9+/vln+vXrZ+zzySefULduXTp27GhsO3HiBA0bNjS+fvnll0lPTycwMJDSpUuTmZlpVn9aWpqxzdbWltKlb+0eNWrUICwsjODgYH766Se++eYbmjZtyv79+/nuu+9o164dixYtYv/+/WzevJnly5fTpEmTgvyaRcxYe9/L9t133/HGG28wZcoU4/n728/1JyUl8emnn5qFDktq1qzJ0qVLja+//vprdu/enWN/7XvFT6FActWzZ0+L3yZGjBiR67jsO1C++OKLfPDBBwQHB1OhQgUeeOABk35paWnGD19Lvv32W86dO0dUVBSlS5fm0qVLdOzY0eRw56hRo8zG/XOdVatWJTQ0lISEBPr168eqVato1qyZSZ/bz2cGBQWZHH51dnZm3rx5rFy5ksWLFxMbG8uLL75I586dadOmDevXr+eZZ54hICBAf5SkUFh73zt58iQLFizg0KFDzJo1i06dOhmXffrppyxcuBC4ta/Vrl2bCRMm5LlN2X2zWZok+E/a94qXQoHkaunSpaSlpQG3Jj6NHj2aefPm0bRpU65du4a9vb3Fx3Bmn0McMGAAy5cvZ+bMmTz88MNm30yuXr1qPF9qSUBAAD///LPxaoFBgwYB8Nxzz1l8yibAa6+9xhNPPGHSlpCQwCOPPELDhg3Zu3cv7dq1Y+7cucblPj4+hIaGGs9F/vMc6+7du5k6dSppaWncuHGDlStX0qdPH1599VWioqJ4/vnnKV++PFOnTmXTpk28+eab+b5CQsQSa+57BoOBiIgImjVrxrvvvmv2gLpx48Yxbty4wtjMPGnfK14KBZIrNzc34Na3ioCAAB5//HGeeuopAIYOHYqTk5PJrP9/cnBwICAggDfffJPhw4ebLY+NjaVKlSq51hAREQHA//zP//DQQw/x8MMPk5qayqxZs4yXFWZ7+eWXycjIMFvHggULOHLkCGvWrGHv3r2ULl2a8uXLm/RxdnY2awOYNm0an332GYMGDWLkyJG0a9cOW1tbvvjiCz7//HPKli1LxYoVCQ8PZ+PGjUyZMgV/f382bNhg/P2JFJQ19z0bGxtee+01fvnlF7y9vfNVb9u2bc2eXnu3tO8VP4UCyZeFCxdy4cIFFi1aBNz6oD58+DAbN24kIyODM2fOUL9+fYtjGzduDFieXXz48GHs7e05ffq0xbFnzpzh+++/x9vbm+rVqzN69GjjH8Lx48czadIkk/4pKSm0bt3abD3ffvstPXv2NL7esWOHyZwDgO7duxt/vv30wSOPPEK3bt2Mpxu++uorypYtS1xcHIcOHWLQoEGkpqYyY8YMypcvz4IFC/jxxx/1R0kKhbX2vdvdfmmiJaGhoZw5cybP9cTExJjtd23bts2xv/Y9KzCI5OHHH380NG3a1LB582aDwWAwXLx40eDj42NYtmyZwWAwGNatW2do3bq14fz58xbHjx492hAQEGBo27at4fr164bExETD1atXDb/++quhRYsWhlatWhl2795tSEtLM5w/f94QExNjMBgMhoyMDEPfvn0NISEhhuHDhxvWrl1r+P777w0XL1409OvXzxAZGWnxvVatWmXSduzYMUODBg0MR48eNRgMBsO8efMMzz33nOHChQvGfw0aNDD88MMPxtfXr1/P8/eyfv16g6+vb35/jSIFZq19L9vPP/9saNCgQZ51Zu9T/zRhwgTDhAkTDAaDwXDjxg3D6dOnzf5l1/7nn38aGjRoYPjzzz/zfD/te0VHRwokVydPnuTll19m2LBh+Pv7k5aWxpgxY/Dy8uK5554Dbn3D/vLLLwkODmbVqlUm1yqfPHmS3bt3s337doKDg1myZAljxowhMzOTWbNm0b9/f+PNSUqXLs3ly5cZPnw4+/fvN96e+IUXXjBOJnz00UeN6544caLZjVSSk5PNjhRs27aN6tWrG781wa1Dq+7u7ib9KleubNYG0KJFC27cuJHj7+if33yy/XOyokhBWHPfKwpOTk4W73GQG+17xU+hQHKUmprK0KFDeeyxxxg3bhwGg4HJkycTGxvLxx9/jI2NDXDrkqTAwECGDRvGvHnzGDt2LHDrkqfXXnuNfv364eLiwksvvcTUqVMZPXo006dPJz4+nqCgIJM7lmVkZBgn+Tk6OrJs2bIcb1c6ffp0i3MK/unbb781mTkNtw6nXrx40aTt8uXLxjYbGxvjIcgvv/zS4v3Yt2/fzqJFi1izZo3F+m6/3atIQVh73ytM169fJzo6Os9+lm7prH2v+CkUSI7s7e3573//S7du3bCxsWHz5s188cUX1KlTh2HDhnH58mUSEhJITU2lVKlSuLi4sGjRIh5++GHatm1LaGgocXFxxm/5Pj4+rFixgvHjx3PgwAFWrFiBk5MTjo6O/Pzzz7i5ubF3716Tm6A4OTnlu9709HTOnTtnEiIuXLjAb7/9xquvvmrSd+/evbRv396k7fY7Itra2nL06FHg1rXVllSuXBlbW1uTS6xECsO9sO/dLqdv5LfLaW7Atm3bjDcgKyjte8VPoUBy1aNHD+PPjRs3JjAwkMqVK1OxYkUqV65MpUqVqFy5Mi4uLpQqVYo333yTmJgY2rZtS8uWLXFzczPeKjU+Pp5+/frh7OzMp59+atzhu3XrxsKFC5k3bx5lypQhODi4wHV26NCB+Ph43NzcTE4fuLq6snz5crMHHbVv354FCxbkuL7sb2Ii1nIv7Xtff/11rrWuWrUqxwmLPXr0YPr06Xlu719//cXjjz+eZz8pWjYGQwl4/qbcN9auXcvTTz9t8frqgvj7778pU6aMnoQmkk+Fte/J/U2hQERERAA9EElERESyKBSIiIgIoFAgInfh22+/ZefOncbXv/zyC/v27Svwen799ddcn5YnIsVDVx+IyB2LiIjAwcHBeHnn559/zqVLl2jTpo1Jv4sXL7Jz507Onz9vvJb+duvXr+fUqVM88sgjxVK3iFimUCAihS4uLo5ffvmF/fv38+OPP3Lq1CkqV65s9vTKnHz33Xe89NJLufbJfkSwiBQehQIRKbDo6GguXbrElStXsLOzY9++fcZbRP/www88+uijVKhQAW9vb7p3746vry+NGzfmyJEjXLhwgWrVquW6/iZNmjBz5sxc+xT0lrkikjeFAhEpsMWLF/PFF18YX+/bt48hQ4YAtz7QZ8yYwYMPPmh2E6iPPvqIatWq8eabbwK37jh548YNrl27xs2bN4mOjsbJyYnq1avzzDPPFN8GiQigiYYicgemTp3KoUOH6NixI0899RSHDh3iv//9L87OziQnJ+Pu7m4WCK5evcqZM2eoVKmSsW3SpEn4+/uzceNGjhw5gr+/PxMmTCjuzRGRLDpSICIFZm9vj729PaVKlcLW1hZnZ2cAnnjiCcLDw/H29rY4ztnZmQ4dOhhfL1++HIBevXpRpkwZVq1aRVpaWr4eoGNjY8ODDz5419siIv9PoUBE7lpGRgbp6em0bt2aH3/8kdjYWNLT00362NraUrVqVWOAyHb06FGioqLw9PQE4Pz58/j7++f5nrc/tEpECodCgYjclaioKP7zn/8wefJkOnbsiKOjY4GeXrdmzRpsbW05cuQIEydO5J133uHEiRMmfYYOHUqtWrWYOnVqYZcvIrdRKBCRAtu4cSNbtmzhhx9+AMDX15dq1arx8ssvs3Xr1hzH1a1bl6+++sr4+tKlS2zatIn27dtz7tw5Tpw4QUBAAIsXL2b37t1UrlyZRo0aGfsnJiby1Vdf0bt376LbOJF/MYUCESmwkJAQateuTc2aNWnUqBFz5841LnviiScYN26c2ZjQ0FD27Nlj0jZ//nzat2+Pi4sLiYmJhISEsHfvXgDef/99Hn74Yd544w1j/4SEBCZPnkyNGjV4+OGHi2jrRP69dPWBiBTYxo0bWbRoEXXr1jVbVq5cOerVq2f2r2LFiib9UlNTiYiI4MUXXzS2VahQgc6dO3PgwAFOnTpFt27dTMbUqlWLRx99lE8//bRoNkzkX05HCkSkwOzt7XNc9sUXX5jcw+B2t4cIe3t7Jk6cSMOGDc36LV++nKZNm9KsWTOzZX379uXll18mNjYWNze3O6heRHKiUCAihaogpw8GDhxo1u/EiRNs27aNWbNmWVx/+/btqVixIp9//jlBQUGFU7SIAAoFIlLIsk8f/NM/Tx/kZMaMGdSpUyfHyxJLly5N165diYiIICAggFKldBZUpLAoFIhIgZ07d44bN25w/vx5s8P/+T19kJNx48aRmppKbGwsP/30E6mpqRw7dszkfQYMGECLFi0wGAx3tyEiYkKhQEQKbNasWURGRlK5cmWzRyHndPogLCyMH3/8Mc91e3h4AHDs2DHGjx+PjY0N1apV46mnnjL2qVmzJjVr1rzLrRCRf7IxKGqLiIgIuiRRREREsigUiIiICKBQICIiIlkUCkRERARQKBAREZEsCgUiIiICKBSIiIhIFoUCERERARQKREREJMv/ATOU+naW+I3BAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "config = {\n",
    "    \"to_result\": \"data/output_of_evaluator/TO/TO-1000-20220402212012.json\",\n",
    "    \"nd_result\": \"data/output_of_evaluator/ND/ND-1000-20220402202330.json\",\n",
    "}\n",
    "importlib.reload(visualize)\n",
    "t = visualize.TO(config)\n",
    "t.ow_result()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'data/fig/TO_cw.svg'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jx8jJycEff/yBr776Cra2ttDV1cXw4cPRqlUrnDx5El26dMHOnTvx0UcfKan3RHXDn3/+iW7duslMjICXL3L37NkTf/75Zw1HRnWBPDYjPX36NNzd3dG5c2cMHTpUOHby5EmpTUp79eoF4OU7d68f+/rrrxXfYRUxffp0GBgYwMnJCT4+PhKzDDw8PABAYpaBg4MDtmzZIswy0NPTw9q1a7Ft2zY4ODhgzpw5ErMMXtewYUM0adJE+Klfvz50dHSYGJHccVodqbSKlguNiIiQqPfqcqEODg7Ys2ePsFyoSCSCk5OTUDc7OxtisRh6enoQi8WoV0/yHoFIJMKzZ8+kpn0R0bu5efMmevTo8cY65ubm+Pvvv2soIqpLXt2MtHx2gZmZmdTsAj8/P4nZBV5eXsLsgilTpkjMLpg+fTr2798PBwcHYWPSFy9eYOTIkRg7diwAIDg4WFhsBAC+//57YYrZ+0BLSwtBQUEICgqSKPfx8ZH4PGjQIAwaNEjmOczNzbF169YKv8Pd3V1q8Z6KvodIXvjkiFSaPJcLLRcaGgp3d3doaGjAyckJmzdvxvnz55GXl4dt27bhxIkTaNWqlUL7paqKi0uUHYJMqhoXVc7Tp0/furCGnp4enj17hrKyshqKiuoCRc8ueFVAQAB69OiBIUOGSMXx/PlzHDhwAIMHD1Zkd4moBvDJEak8eSwXWm7Pnj04efIkdu3aBQDo0aMHvvnmG0ydOhV5eXkwNDRE8+bNpV4qfV9oaKjDc3aUssOQsiZosrJDoGrQ09N7635VT548QaNGjaSe5BK9iaJnF5T7+eefUVhYCD8/P5lxxMfHw9raWlidkYhqL45CpNLktSkpAFy+fBkLFy7E8uXLJe5ijx07FomJiUhJSYG6ujq++eYb7q9DJEetWrWSeL9DlosXL763T2zp3Sl6dgHwcjpdZGQk/vzzT/Tr1w9//fWXVBtZe7fVVar6JF9V46Lah0+OSKXJY7lQ4OV8c29vb8yePRudO3eW+V07duxAcXExd94mkrNevXohIiIC2dnZFa5Wd+zYMYn9kYgqS5GzCwBAR0cHv//+OwwNDXH48GH4+vriwIEDwk26tLQ0pKenw9XVVe59U0WcYUB1HZ8ckUp7dVPSJ0+e4Pz584iNjZVKYPr27YvNmzfj1KlTyM/Px44dO3Dx4kU4OjqipKQE06dPh6urq8y54sDL1Y4iIiLg6+vLnbeJ5GzEiBFo0KABZs+ejcLCQoljhYWFmD17NrS0tPDVV18pKUKqrWpidgEAtGjRAjo6OnBzc4OVlRVOnTolHIuNjYWbm5vE/l1EVHsxOSKVV93lQs+cOYPk5GRh/4Xyn5MnTwrf8euvv0JfX1/m5rJEVD2NGjXCsmXLcO7cOXz++edYt24d9u3bh/Xr12PQoEFISUnBsmXLYGBgoOxQqZZ5dXZBuYpmF8jyttkFOTk5SElJkWpXvlFpSUkJfv/99/dmSh3R+4DT6kjlVXe5UHt7e2Ep1oqMHTtWWJ71da8u1UpE78be3h47duzAzz//jM2bN+PBgwdo0qQJunTpggkTJki8UE9UWa/OLijfjDQ2NhYbN26UqNe3b1/4+vrC3t5e2Iz04sWL+Omnn944u+DRo0fw8vLCTz/9BFtbWxw9ehSXL1+Gg4MDgJd7J+nr61c4XZuIah8mR0RESlRaUow+MxYrPQY1dY23V3yL6OjoNx7/4IMPsHDhwmp/D9Grpk+fjvnz58PJyQl6enoSswuSk5MRHR0tMbvg7t27aN++vTC7IDk5Wfh5NanatGkTHBwcsHTpUixevBjp6elo164dIiIi0KBBAwAv31WtaLo2EdVOIrFYLFZ2EESkOviirfxduXIFHTp0UHYYdQavJ5FycZyguozvHJHKUsVlOVUxJiIiIiKSD06rI5WlisuF8s4UERERUd3FJ0dERERUK6ni03xVjImIKk+pT47y8vKwbNkyJCQkID8/HxYWFvj++++lluB8XVlZGTZt2oSYmBjcvHkTjRo1gouLC3x9fWFkZFRD0RMREZEycYYBEcmb0p4cicVieHt7Iy4uDp6enggMDERZWRk8PDyQlpb2xrahoaFYvHgxunbtipCQEEyYMAFHjhzBmDFjUFRUVEM9ICIiIiKiukRpT44OHTqEpKQkbN68Gba2tgBe7kMwcOBAhIaGIjw8vMK2mzdvxujRozFnzhyhzMrKCiNHjsTx48fh5OSk8PiJiKpCLBZDJBIpO4xajwusEhGRIintyVFCQgIsLCyExAgANDU1MWrUKBw5cqTC3awBQCQSSU2fMzY2VlisRETVoampiRcvXig7jDrhxYsX0NCo/p5MREREsigtObp48SJsbGykyu3s7FBcXIzr169X2Pabb77BunXrcODAAeTm5uLy5cuYNWsW2rdvD0dHR0WGTURUZUZGRrh9+zZyc3NRXFzMpx/vQCwWIz8/H3fu3OHNMCIiUhilTavLzs6GqampVHnTpk0BAPfv36+w7dSpU/Ho0SN4e3sLZe3atUN0dDTvKBKRytHT04OWlhYePHiAnJwclJRwNat3oaGhARMTEzRq1EjZoRARUR2ltOSooKAAmpqaUuXa2trC8Yps3boV27Ztw5QpU2BjY4O7d+8iKioKP/zwA8LCwlCvHlcoJyLVoq2tjZYtWyo7DCIiInoDpSVH2traMleWK0+KypOk1927dw+BgYEICgrCwIEDhfIePXpgwIAB+P333zF48OBKx3Hp0qU3JmKkPJ988omyQ5Dp9OnTyg5BYVT1mgN1+7qTfMn795jjhOpS1b+z6vLfV6p6zYG6fd1Jvt70e6y05MjY2Bh3796VKs/KygIAmJiYyGx3+PBhiEQi9O/fX6K8efPmsLOzw/79+6uUHHXq1KnyQRNBtQeGuozXnZSF4wRVFf++Ug5ed5IHpSVH5ubmOHPmjFR5SkoKNDQ00K5dO5ntXrx4AbFYLPOF5tLSUhQXF8s9ViIiIiIiqvuU9nJO//79cfHiRaSkpAhlRUVF2Lx5M5ydnaGrqyuznZWVFYqLi7Fnzx6J8oyMDKSkpMDKykqRYRMRERERUR2ltCdHvXv3hqOjI7y8vDBlyhQYGRlhy5YtyM7ORmRkpFAvPT0dGRkZsLKygoGBAWxsbPDZZ5/hP//5D65cuQJra2vcuXMHGzZsQJMmTfD1118rq0tERERERFSLKS05EolECA8Px7Jly7B69Wrk5+ejc+fO2LRpE9q2bSvUi4uLQ3h4ODZt2gQHBwcAwJIlS2Bubo7t27dj69at0NfXR58+fTB9+nTo6+srqUdERERERFSbKS05AgBdXV3MnTsXc+fOrbCOj48PfHx8JMrU1NQwfvx4jB8/XtEhEhERERHRe4IbAhERqYCioiIEBATA2toaLi4uiIuLk6pjZmYm9bNr1y6cPHlSqrxXr14SbcViMYYMGYINGzZIlKelpWHUqFHo3Lkz3NzckJSUpNB+EhERqTKlPjkiIqKXVq5ciZycHBw+fBiZmZmYNGkSzMzMJFbuTE1NFf6cl5eHnj17wsHBAaampsKxFy9eYOTIkRg7dqzE+ffu3YuHDx/iq6++EsqKioowceJEjBw5EmvXrsXx48cxY8YMHDp0CA0aNFBsh4mIiFQQnxwRESlZWVkZYmJi4O/vD319fVhaWsLd3R0xMTEVtomPj4elpSVMTU0lygMCAtCjRw8MGTJEKCsuLsaKFSswefJkaGlpCeX16tXDnDlz4Onpifr166N3794wNTVFWlqa/DtJRERyociZBnv37oWLi4vU+HP//n1YWVnh0qVLCu+fsvHJERGRkt28eRNaWlpo06aNUObo6IiIiIgK28TGxmL06NESZT///DMKCwvh5+cnUb5jxw6UlJRg+PDhEuXq6upwdXUVPhcWFiIrK0sq4SIiItWhqJkGe/bswZo1a2BoaCj1nREREejevft7sSk2nxwRESlZTk6O1GBkZGSE3NxcmfVv3LiBtLQ09OnTRyh78eIFIiMj8eeff6Jfv37466+/ALx812jt2rVo0KABBg4cCHd3d8THx8s879q1a2FrawtjY2M59YyIiORJkTMNunTpgp07d+Kjjz6SqJeeno4dO3ZILZBWV/HJERGRChCJRJWuu2PHDri5uUlMkdPR0cHvv/8OQ0NDHD58GL6+vjhw4ADu3LmDW7duYcaMGejfvz+uX7+OgIAANGvWTGLT7FOnTiE6OhqxsbHy7BYREcmRImcaNGnSRGb78PBw9OnTB2ZmZtWMvnbgkyMiIiUzNDTEw4cPJcpycnLQuHFjqbqlpaXYtWsXhg4dKnWsRYsW0NHRgZubG6ysrHDq1ClkZmbC3t4ekydPxgcffABXV1d4eHhIPD3KysqCr68vFi1ahBYtWsi/g0REJBeKnGkgy61btxAfH4+srCz07t0bY8eOxZUrV+TTGRXF5IiISMlatmyJwsJCZGRkCGVJSUkwNzeXqnvs2DHo6emhc+fOQllOTg5SUlKk6qqrq6Nhw4ZQU1OTKK9Xrx7EYjEAoKCgAF5eXvjyyy8l3j8iIiLVJK+ZBmfOnMH06dPh6+tbYXK1f/9+6Orq4uuvv8aGDRvQo0cPTJgwAc+fP692P1QVkyMiIiVTU1PD0KFDERwcjCdPnuD8+fOIjY3FsGHDpOrGxsbC3d1douzRo0fw8vJCYmIiCgoK8Mcff+Dy5ctwcHCAvb09bty4gdjYWOTn5+P06dP49ddf0a9fPwAQpth5eXnVSF+JiOjdKXKmgSyZmZn4+uuv0b9/f7Rq1QrffPMN2rRpgxMnTsinQyqIyRERkQqYPn06DAwM4OTkBB8fH8yZMwdmZmYICwuDh4cHACA3Nxd//fUXPv/8c4m2H330EZYuXYrFixfDzs4Oq1evRkREBBo0aAAdHR2sWbMGMTExcHBwwOzZszFz5kx88sknuHPnDuLi4nDgwAG0b99eWNZ1x44dyrgERET0FoqcaSCLrNkHr3+ua7ggAxGRCtDS0kJQUBCCgoIkyl9dHahx48b4559/ZLbv0aMHevToIfNY+/btsXXrVqny5s2bSyz3SkREqu3VmQYhISHIzMxEbGwsNm7cKFX3TTMNfvrpJ9ja2uLo0aPCTANZ+vfvjylTpsDe3h4dO3bEvn37cO3aNXTp0kUh/VMFTI6IiIiIiGqJ6dOnY/78+XBycoKenp7ETIPk5GRER0cLMw3mzZsn0fbVmQbp6elo166dMNNAFnNzc8yZMwcBAQG4e/cuOnbsiNWrV1dYvy5gckREREREVEsocqYBAAQHB0t87t+/P/r371+NiGsXvnNERKRkxcUlyg5BiirGREREpGh8ckREpGQaGurwnB2l7DAkrAmarOwQiIiIahyfHBERERERqTBVfJqvijHJA58cERERERGpMM4wqDl8ckRERERERAQmR0RERERERACYHBEREREREQFgckRERERERASAyREREREREREAJkdEREREREQAmBwREREREREBYHJEREREREQEgMkRERERERERACZHREREREREAJgcERERERERAWByREREREREBIDJEREREREREQAmR0RERHJRVFSEgIAAWFtbw8XFBXFxcRXWvXz5MqysrHD//n2ZxxMSEmBmZoaYmBgAwO3bt2FmZib1U07WsTt37si3g0RE7wF1ZQdARERUF6xcuRI5OTk4fPgwMjMzMWnSJJiZmaFdu3ZSdX/66SeMGDECJiYmUsfKysoQEREBU1NToaxFixZITU0Vjk+cOBHW1tbC8fJjADB37lyUlJSgefPm8uweEdF7gU+OiIiIqqmsrAwxMTHw9/eHvr4+LC0t4e7uLjz5edWJEydw5swZeHp6yjxXQkIC6tevjy5dusg8vmzZMujp6cHb21vq2JYtW5Ceno4FCxZUr0NERO8pJkdERETVdPPmTWhpaaFNmzZCmaOjIy5cuCBVd/ny5Rg1ahQMDQ2ljpU/NfLy8pL5PQkJCTh16hSCgoKkjp0+fRqbNm1CWFgYNDU1q9EbIqL3F5MjIiKiasrJyZFKdoyMjJCbmytRlpycjLNnz+Kff/5Br169MGXKFNy+fVs4vnfvXjRo0ABOTk4yv2fZsmX4559/8Omnn2LXrl0Sx1auXIkbN27Azc0NP//8s3w6RkT0nmFyVEnyeNF227Zt6NWrFywtLeHj44PHjx8DAEpLSxEaGopu3brB2toa3377LZ48eSK0O3/+PNzd3WFhYYHPPvsMSUlJCukjERG9O5FI9NY6+/btg6mpKSZOnIj169fjgw8+wKRJkyAWi1FaWoqIiAiZ0+XKbdy4EWfPnkVQUBACAwNx7do14djixYtx9uxZrFmzBps2bcKxY8fk0i8iovcJk6NKevVF2+XLlyMwMBDXr1+XWVfWi7Z//fUXVq5cidDQUCQmJkJXVxchISEAgLVr1yI5ORlbt27F4cOH0aBBA8ydOxcAUFJSgqlTp2LUqFFITk7Gt99+C19fXzx9+lTxnSYiokoxNDTEw4cPJcpycnLQuHFjibLMzExMmzYNPXv2ROvWrfH999+joKAAqamp2LNnD/T09NCzZ88Kv6dZs2bQ0dFB165d4ebmhsTEROGYiYkJ6tevDwsLC4waNQpHjx6VbyeJiN4DTI4qQR4v2n788ccIDw+HpaUlGjZsiLFjx+LcuXMAXs4h9/PzQ8uWLaGvr48ffvgBf/31F/Lz85GTk4Pi4mIMHToUOjo66N27N5o2bYqMjIwa6DkREVVGy5YtUVhYKPF3c1JSEszNzSXqNWzYEGpqasJnkUgENTU1iMVi7N69G9euXUO3bt3QrVs3xMfHIzg4GIGBgXj+/Dn+/vtvqe9VV1dHUVERDh8+LPMYERFVDZOjSpDHi7YmJiawsrISPt+4cQPNmjUD8DL5qlfv//5TiEQilJaWIi8vD8bGxjA1NcWOHTtQUFCAI0eO4Pnz5zKXhiUiIuVQU1PD0KFDERwcjCdPnuD8+fOIjY3FsGHDJOoNGDAAq1atwtWrV/H8+XOsWrUKampqMDMzQ2hoKPbv349du3Zh165d6NWrF7y9vTF9+nQUFRXBz88Pe/bsQUFBAZKTk/HHH3/A2dkZABAYGIgNGzYgPz8fly9fxpYtW+Dq6qqEK0FEVLvxtlIlVPVFWw0NDfTq1QtmZmYICAhAixYtJOoVFRUhLCwMfn5+AABnZ2eEhoYiJCQEOjo6WLZsGTQ0NGBoaAiRSITAwECMHj0as2fPhpqaGlavXg0dHR3FdpqIiKpk+vTpmD9/PpycnKCnp4c5c+bAzMwMYWFhSE5ORnR0NFxdXXHv3j1MnjwZjx49go2NDVavXo169epBX19f4nza2tpo0KABGjZsCABYs2YNfvzxRwQEBKB58+b48ccf0apVKwDA+vXrsWDBAixfvhyGhobw8vKCnZ1dTV8CIqJaj8lRJVX1RdtWrVph69atmDRpEuLi4iTaL1y4EB9++KFwV8/b2xuBgYEYMGAAdHR0IBaL0bdvX9SrVw/Pnj2Dn58fli5dCkdHRyQnJ2PevHmIjY2FgYGBwvpLRERVo6WlhaCgIKlltn18fCQ+jx49GqNHj37r+YKDgyU+d+7cGVu3bpVZ94MPPsD69eurGDEREb2O0+oqQR4v2pbbunUrjh8/LjF4amlpYeHChThz5gy2bt2KZ8+eYfz48QBevo/0ySefwNXVFfXr14ezszO6d++O+Ph4BfaYiIiIiOj9w+SoEuTxoi0ApKSkIDQ0FJGRkdDT05P5XStXrsSnn34qvFOUl5cns15+fn51ukRERERERK9hclQJ8njR9t69e/D19UVgYCA+/vhjmd9z7do1/PHHH/D19RXKXFxcsH//fhw6dAj5+fk4cuQI4uPj0atXL0V2mYiIqqC4uETZIUhRxZiIiFQd3zmqpOq+aLt9+3Y8ePBAanO/V6fchYaGYsSIERILOLRu3RqhoaFYsmQJfH190bp1ayxZsgRt27atsb4TEdGbaWiow3N2lLLDkLAmaLKyQyAiqnWYHFVSdV+09fb2fuOu5wCwatUqmeU9evRAjx49qhgxERERERFVBafVERERERERgckRERERERERACZHlaKKL7WqYkxERERERLUZ3zmqBL5oS0RERERU9/HJEREREREREVQgOcrLy8PChQvh6OgIKysreHh44OLFi5Vu/+DBA1hbW2P27NkKjJKIiIiIiOo6pSZHYrEY3t7eiIuLg6enJwIDA1FWVgYPDw+kpaVV6hzLly8HAMyYMUOBkRIRERERUV2n1OTo0KFDSEpKQkREBMaOHYsBAwZgw4YNMDY2Rmho6FvbX716FTt27ICnpyeMjY1rIGIiIiIiIqqrlJocJSQkwMLCAra2tkKZpqYmRo0ahSNHjiAvL++N7UNCQmBqaorx48crOlQiIiIiIqrjlJocXbx4ETY2NlLldnZ2KC4uxvXr1ytsm5iYiKSkJMycORPq6lx0j4iIiIiIqkepyVF2djZMTU2lyps2bQoAuH//foVtV6xYgfr162PdunWwsLCAjY0NAgIC8OzZM4XFS0REREREdZdSk6OCggJoampKlWtrawvHZbl48SLOnz8PTU1NuLm5YfXq1Zg6dSoSEhLg6emJsrIyhcZNRERERER1j1Lno2lra6OoqEiqvDwpKk+SXpeYmAiRSIQ1a9bA0tISANCjRw989NFHmDRpEv7++2/06NGjUjFcunSpwiSs3CeffFKpc9W006dPKzsEheJ1r3mqes0BXndlqK3XXN7Xk+OE6uJ1r3mqes0BXndlqK3X/E3XU6nJkbGxMe7evStVnpWVBQAwMTGR2e7u3bto1aqVkBiVc3Z2hq6uLi5evFjp5KhTp05VjFp1qOr/KHUdr7ty8LrXPF7zlzhOUFXxuisHr3vNq4vXXKnT6szNzXHmzBmp8pSUFGhoaKBdu3Yy29WvXx8lJSVS5WVlZSgtLeUCDUREREREVGVKTY769++PixcvIiUlRSgrKirC5s2bhadAsnTp0gV37tzB8ePHJcrj4+NRUFAAe3t7hcZNRERERER1j1IfsfTu3RuOjo7w8vLClClTYGRkhC1btiA7OxuRkZFCvfT0dGRkZMDKygoGBgZwcnJC9+7dMXXqVIwdOxbt2rXDpUuXsGnTJgwYMEBquh0REREREdHbKDU5EolECA8Px7Jly7B69Wrk5+ejc+fO2LRpE9q2bSvUi4uLQ3h4ODZt2gQHBweIRCKsWrUKERER2L17Nx48eIBmzZrBx8cH33zzjRJ7REREREREtZXSX87R1dXF3LlzMXfu3Arr+Pj4wMfHR6JMU1MTM2bMwIwZMxQdIhERERERvQfk/s5RWVkZHj9+LO/TEhERERERKdQbk6O5c+ciJyenSifMyMhA165dqxUUERERERFRTXvjtLrt27dj/PjxMDQ0RHh4eKVOyKdGRERERERUG70xORKLxcKfw8PD0aJFC6ipqeHmzZto3bo1MjIy0KpVK4hEImRmZqJ169YoLi5WeNBERERERETyVqV3jtauXYuYmBgAQEJCAsRiMX777Tfs3r0bYrEYCQkJWL16tUICJSIiIiIiUqS3JkcikUjiz69+frWsvPz140RERERERLWBzGl1R44cwaZNmyASiTB79mzo6OhAJBJJTLMrJ6uMiIiIiIiotpGZHOnq6sLU1BRisRjGxsZo2LBhTcdFRERERERUo2ROq7Ozs8OiRYsAAL6+vggMDKz0EyI+SSIiIiIiotqoyu8cvel4RXWIiIiIiIhU3RuX8gYknwQNGTJEePfIxsYGAODi4iLUs7Gx4ZMjIiIiIiKqld6aHJULCgqqVL3s7GwsX778XeMhIiIiIiJSCpnJUV5eHrKzs5GQkICWLVsCePnUqDLS0tIQGhoqvwiJiIiIiIhqgMzk6Pjx4/D29karVq3Qr18/fPrppzAwMKjUCXV0dPDnn3/KNUgiIiIiIiJFk5kc9ejRA1FRUUhMTMSuXbuwdu1aqTpisVjm4gvl5VeuXJF/tERERERERAoiMznS0tKCs7MznJ2dERAQgOPHj2PLli04dOgQysrKMHjwYIwbNw716r11sTsiIiIiIqJa4a0LMohEIjg6OsLR0RG3bt3CsmXLsGvXLmhra2P+/Pk1ECIREREREZHiVXq1OgBo2bIlQkNDERAQACMjI0XFREREREREVOPeaV7cmxIj7nNERERERES10RuTo1OnTiE3N1f4nJ6eDnNzc6l6Dx48QEREBHr16oVDhw7JP0oiIiIiIiIFe2NyNGbMGPz999/CZ7FYjJKSEuFzcnIypk2bBhcXF2zZsgX9+vVD+/btFRctERERERGRgrzxnSNZU+TKl++OjY3F3Llz0aNHD6xcuRJOTk5QU1NTTJREREREREQKVqUFGV7Vr18/2Nvbo2XLlvKMh4iIiIiISCmqnByJxeI3LuGto6ODTz/9FFZWVtUIi4iIiIiIqGa905OjzMzMCo9duXIF+/fv58IMRERERERUq1Q5ORKJRNiwYUOFx2NiYjBv3rxqBUVERERERFTT3mmfIwC4evUqFi1ahEuXLkmUa2lpoaysrNqBERERERER1aR3To5yc3Nx4sQJDBs2DEOHDkV8fDzEYjHs7Oywa9cuOYZIRERERESkeG9MjqKiomBvby9RVr68t6OjI/bs2YPo6GiYmprCz88PAwYMwP3797nXERERERER1TpvTI6cnZ1hYmKCrKwsjBkzBh988AH279+PkpISTJo0Cfv374etrS3Cw8Oxa9cuNG3aFJqamjUVOxERERERkdxUakGGFy9e4NSpU1BTU0OrVq0we/ZsPHjwAF27dhXqmJmZYd26dQoLlIiIiIiISJFkJkdJSUmIiooSPhcUFAAAxowZg4KCAly4cAFmZmbw8vKq8MSbNm2Sc6hERERERESKIzM5atiwIdq1ayd8fvr0Kc6fP4/8/HxcvHgRampqaN68OZo2bVpjgRIRERERESmSzOTIwsICFhYWwue0tDTExcVh+/btuHz5Mn777Tfs3bsXTk5OmDx5skQiRUREREREVBtVailvXV1ddOnSBQDQsWNHLFiwAH/88QcaNWqEYcOGYcuWLQoNkoiIiIiISNEqtSBD06ZNsWHDBokyQ0NDzJs3D3PmzIGGhoZCgiMiIiIiIqop77wJbDkmRkREREREVBe89cnRvXv38PPPP8PAwAAuLi7o2LFjTcRFRERERERUoypMjkJDQ/H48WMMGzYMd+/eRWJiIjZs2IC//voLOjo6cHNzq/Ckampq2LNnj0ICJiIiIiIiUoQKp9U1a9YMhw4dgoWFBSIjI/Hbb7/h+fPnePDgAQDgxo0b6Nq1K/r37y/15/LFG4iIiIiIiGqLCpMjZ2dnPHz4EFevXgUA6OnpAQBKS0uFOqNHj4aPj4/Un7/66iuFBUxERERERKQIFSZHJiYmaNeuHZKSkmoyHiIiIiIiIqV442p1Dg4OOHXqVE3FQkREREREpDRvTI7s7e1x5syZmoqFiIiIiIhIad6YHFlbW+Pp06fIyMhAfn4+AEBd/f8WuBOJRG/9MxERERERUW0gcynv5ORkrF+/HgBQr149+Pv748WLF9DR0YGJiYlQ76effkKDBg2k/rxs2TKsXLlS0bETERERERHJjczkSEtLC0ZGRgCAIUOGAAB0dXXh6uoKTU1NAEDfvn0BAHl5eTL/TEREREREVJvITI4sLS1haWkJALh58yY2b96M7777Durq6igqKsLx48fh5eUFMzOzGg2WiIiIiIhIUd74zhEA3Lt3D5s2bUJJSQmAl+8c/fe//0VoaKjCgyMiIiIiIqopMp8cHTt2DLt37wYA5OTkQCwW4/vvvxcWY1BTU8Pff/8NPz8/qbaamppwc3NDjx49FBg2ERERERGRfMlMjkpLS1FQUAAAKCoqgkgkQmFhofD0qF27dsjKysLVq1fRunVribY3btzAX3/9hcTERMVGTkREREREJEcykyMXFxe4uLgAAE6ePImxY8ciNDQUOjo6Qp2pU6eirKwMEREREm2vX7+OgQMHVjqAvLw8LFu2DAkJCcjPz4eFhQW+//57mJubV/ocly9fxtChQ1FWVoZDhw6hRYsWlW5LREREREQEVOKdoyZNmmDw4MES+xsBQP/+/ZGRkSE8TSqnq6uL/v37V+rLxWIxvL29ERcXB09PTwQGBqKsrAweHh5IS0urdCdCQkKk4iMiIiIiIqqKtyZHbdq0QVBQEDQ0NCTKBw4ciH379kklJc2aNav0Yg2HDh1CUlISIiIiMHbsWAwYMAAbNmyAsbFxpc9x+PBhnDhxAqNHj65UfSIiIiIiIlnemhwpUkJCAiwsLGBrayuUaWpqYtSoUThy5Ajy8vLe2L6kpARLlixBz5490bVrV0WHS0REREREdZhSk6OLFy/CxsZGqtzOzg7FxcW4fv36G9tv27YNGRkZ+O677xQVIhERERERvSeUmhxlZ2fD1NRUqrxp06YAgPv371fY9vnz5wgPD4e7uzs+/vhjhcVIRERERETvB6WuYlBQUABNTU2pcm1tbeF4RdasWYMXL15g+vTp1Yrh0qVLb/weAPjkk0+q9R2Kcvr0aWWHoFC87jVPVa85wOuuDLX1msv7enKcUF287jVPVa85wOuuDLX1mr/peio1OdLW1kZRUZFUefkgVJ4kvS4rKwsbN27ExIkT0aRJk2rF0KlTp2q1VyZV/R+lruN1Vw5e95rHa/4SxwmqKl535eB1r3l18ZorNTkyNjbG3bt3pcqzsrIAACYmJjLbLVu2DDo6Ohg+fDiePn0KAHjx4gWAl9Pt8vLyoKurq6CoiYiIiIioLlJqcmRubo4zZ85IlaekpEBDQwPt2rWT2W7Pnj0Qi8Xo2bOn1LFBgwbB3t4e0dHRco+XiIiIiIjqLqUmR/3794eXlxdSUlKE5byLioqwefNmODs7V/j0Z+PGjVJl58+fx9KlS7Fs2TK0adNGoXETEREREVHdo9TkqHfv3nB0dISXlxemTJkCIyMjbNmyBdnZ2YiMjBTqpaenIyMjA1ZWVjAwMICDg4PUuQoLCwEAlpaWaNGiRY31gYiIiIiI6galLuUtEokQHh6OAQMGYPXq1QgICEC9evWwadMmtG3bVqgXFxeHyZMn49q1a0qMloiIiIhUVVFREQICAmBtbQ0XFxfExcVJ1QkLC4OZmZnEz+zZs6Xq/fzzzzAzM0NSUpJQtm3bNvTq1QuWlpbw8fHB48ePpdotWLAAZmZmyMzMlGvfqOYoNTkCAF1dXcydOxfHjx/HP//8g+joaFhYWEjU8fHxQWpqqswnRuV69uyJ1NRUPjUiIiIieg+tXLkSOTk5OHz4MJYvX47AwEBcv35dok75vylTU1MRHx8PExMTjB07VqJOfn4+NmzYILEw2F9//YWVK1ciNDQUiYmJ0NXVRUhIiES7rKwsxMfHQ09PT2F9JMVTenJERERERFQdZWVliImJgb+/P/T19WFpaQl3d3fExMTIrP/s2TP4+Pjgv//9L8zMzCSO/e9//4OdnR0++OADoezjjz9GeHg4LC0t0bBhQ4wdOxbnzp2TaLdq1SoMGzYMDRo0kHv/qOYwOSIiIiKiWu3mzZvQ0tKSWJTL0dERFy5ckKorFovx3Xff4YsvvoCzs7PEsefPn2PDhg3w8vKSKDcxMYGVlZXw+caNG2jWrJnw+c6dO9i3bx+++eYb+XSIlIbJERERERHVajk5OTA0NJQoMzIyQm5urlTd06dP4/Dhw1i6dClGjRqFW7duCcf+97//oUuXLhVuJwO8fLcpLCwMX375pVAWFRWFL774Ao0bN5ZDb0iZmBwRERERUa0nEokqVc/W1hYHDhzA8ePH0blzZ/j5+QF4+dTol19+kXpq9LqFCxfiww8/hKurKwDg1q1b+OOPPzB+/PjqdYBUglKX8iYiIiIiqi5DQ0M8fPhQoiwnJ6fCJzmtWrUCAMycORM2NjZ49OgRfv31V3Tt2hUfffRRhd+zdetWHD9+HLGxsULZqlWr+NSoDuGTIyKqFeSxRGtkZCS6desGa2trBAQECPujPX/+HH5+frCxsUH37t3xyy+/CG1mzZoldc7bt28rvL9ERFR5LVu2RGFhITIyMoSypKQkmJubS9S7du0abty4IVEmEomgrq6O3bt349ixY+jWrRu6deuGs2fPwtfXF+vWrQMApKSkIDQ0FJGRkRIr0u3evRvbtm0T2mVlZWHEiBGIj49XXIdJYfjkiIhqhVeXaM3MzMSkSZNgZmYmMS/cx8cHPj4+AIC0tDSMGzdOWKL1t99+w549e7Bp0yYYGBjgu+++w9q1a+Ht7Y158+ahuLgYBw8eRE5ODiZOnIhOnTrBzs4OAODn5wdPT88a7zMREVWOmpoahg4diuDgYISEhCAzMxOxsbHYuHGjRL1z584hOjoay5cvh4mJCVatWiWsQLd161aUlpYKdX18fPD111+jZ8+euHfvHnx9fREYGIiPP/5Y4pxHjhyR+Dxs2DCsWLEC7du3V1h/SXGYHBGRyitfonXLli3Q19eHvr6+sETrnDlzpOrLWqLVzs4O1tbWwgbTX375JbZu3QoAcHd3h6WlJRo0aIDGjRujb9++OHv2rJAccc8KIiLVN336dMyfPx9OTk7Q09PDnDlzYGZmhrCwMCQnJyM6OhpffPEF8vLyMH78eDx+/Bhdu3bF4sWLAUBqWpyGhgb09PSgq6uLDRs24MGDB/D29paok5qaiiZNmkiUqampwcDAANra2ortMCkEkyMiUnkVLdEaEREhVbeiJVpfbQtILsParVs3qWOWlpbC50aNGsmjG0REpEBaWloICgpCUFCQRHn5jIJy48aNw7hx4956vujoaOHP3t7eUolRRf78889K1SPVxHeOiEjlyWuJ1nK5ubnYuHEjRo4cKXXs5MmTuHbtGnr16iWU/frrr7C3t4ejoyPWrFkjhx4RERGRKmJyRES1QnWXaC1XVlYGf39/uLm5oWPHjhLHcnJy4O/vj7lz50JHRwfAy13R7e3tsX//fvz888/YunUr7woSERHVUZxWR0QqTx5LtBoYGAAAQkND8ezZM3z33XcSbYqLizFt2jT069cPffr0Ecpf3bdCX18fo0aNwtGjRyWeLBERkXKVlhRDTV1D2WFIUMWY6O2YHBGRynt1idbWrVsDqHiJVnV1dYn3i8qXaAWA+Ph47N69G9u3b4empqZE20WLFkFTUxP+/v5CWUlJCZKSktCzZ0+hrKysTDgfERGpBjV1DRwI9X97xRrUZ8ZiZYdA74DT6ohI5b26ROuTJ09w/vx5xMbGYtiwYRL1zp07h+nTpyMtLQ3Pnz/HsmXLhCVar169igULFiAsLAzGxsYS7bZt24bExESEhoZCTU1N4tiiRYuwevVq5OXl4erVq9iyZYuwKzoRERHVLbz9SUS1QnWXaN24cSMeP36ML774Qjhn8+bN8eeffyIqKgp37tyBg4ODcGzIkCEIDg7G2rVrsWDBAkRFRaFRo0bw9PRE165da7z/REREpHhMjoioVqjuEq2y2pZ70wILrVq1EnZHJyIiorqN0+qIiIiIiIjA5IiIiIiIiAgAkyMiqgVKS4qVHYIUVYyJiIiIqofvHBGRyuMSrURERFQT+OSIiIiIiIgITI6IiIiIiIgAMDkiIiIiIiICwOSIiIiIiIgIAJMjIiIiIiIiAEyOiIiIiIiIADA5IiIiIiIiAsDkiOidFBUVISAgANbW1nBxcUFcXJxUneLiYgQGBsLe3h4ODg5YunQpxGIxACAsLAxmZmYSPydPngQAPH/+HH5+frCxsUH37t3xyy+/COdMS0vDqFGj0LlzZ7i5uSEpKalG+ktERET0PuAmsETvYOXKlcjJycHhw4eRmZmJSZMmwczMDO3atRPqhIWF4cqVK9i9ezfKysrg5eWFjz76CIMHDwYAjBw5EgsWLJA697x581BcXIyDBw8iJycHEydORKdOnWBpaYmJEydi5MiRWLt2LY4fP44ZM2bg0KFDaNCgQU11nYiIiKjO4pMjoioqKytDTEwM/P39oa+vD0tLS7i7uyMmJkainqurK5YsWQJTU1M0b94cQ4YMwdmzZ4Xjenp6Ms/v7u6OH3/8EY0bN0a7du3Qt29fnD17FvXq1cOcOXPg6emJ+vXro3fv3jA1NUVaWppC+0tERFVX3RkG5cRiMQYOHIiePXtKlO/YsQO9evVC586dMXbsWNy6dQsAMGvWLKmZCV9//bXiOkpUxzA5IqqimzdvQktLC23atBHKHB0dceHCBYl6nTt3RrNmzYTPN27cQPPmzYXPjRo1knn+bt26STwJKm+nrq4OV1dXobywsBBZWVkwNTWtdp+IiEi+Xp1hsHz5cgQGBuL69esSdV6dYbBjxw4kJiZi9+7dEnUSEhLw7NkzibLU1FSEhIQgNDQUx48fh5WVFfz9/QEAwcHBSE1NFX4GDx6MLl26KLazRHUIkyOiKsrJyYGhoaFEmZGREXJzcytsk56ejn379mHQoEFC2cGDB+Ho6Ag7OzuEhISgtLRUqt3Jkydx7do19OrVS+rY2rVrYWtrC2Nj42r0hoiI5E1eMwzKysoQEREBT09PiXapqalwcHCApaUldHV1MW7cOFy+fFkqjufPn+PAgQPCdG4iejsmR0TvQCQSVbpuQUEBfH19MWXKFJiYmAAAPvzwQ3Ts2BG///47YmJicPLkSfz6668S7XJycuDv74+5c+dCR0dH4tipU6cQHR2N2bNnV78zREQkV/KaYRAfHw9dXV2pKXV2dna4cOECzp8/j/z8fGzatAndu3eXiiM+Ph7W1tacYUBUBVyQgaiKDA0N8fDhQ4mynJwcNG7cWGb9gIAAtGrVSmLO94ABAzBgwAAAL586eXp6Yvv27fDw8ADwch76tGnT0K9fP/Tp00fifFlZWfD19cWiRYvQokULeXaNiIjkoDozDH7//XcA//fUSNZNMFNTU3h6emL48OEAgCZNmiA2NlaqXmxsLMaMGVOdrhC9d/jkiKiKWrZsicLCQmRkZAhlSUlJMDc3l6q7du1aXLt2DcHBwRJPm44dOyYxja6srAzq6v93r2LRokXQ1NQU5pCXKygogJeXF7788kuJ94+IiEi1VHeGwZ49e9CoUSOpp0YAcO7cOWzevBk7d+7E6dOnMWrUKHz//fcSddLS0pCens6xgqiKmBwRVZGamhqGDh2K4OBgPHnyBOfPn0dsbCyGDRsmUe+vv/7C+vXrERkZCV1dXYljP//8MxYtWoSnT5/i1q1bWLt2LXr37g0A2LZtGxITExEaGgo1NTWJdgEBAWjWrBm8vLwU20mi/6+6K25lZ2fD09MTVlZW6N27N/bs2SO0y8/Px6xZs2BtbQ0HBwcsWbLkjXuBcRop1RbVnWFQWlqKyMjICv+uj46OxoQJE9CxY0c0aNAAU6ZMQVZWFv7991+hTmxsLNzc3KClpSWnXhG9H5gcEb2D6dOnw8DAAE5OTvDx8cGcOXNgZmaGsLAwYWrcmjVrkJubC1dXV+Efd+XHli9fjocPH8LZ2RlffPEFnJ2dheQqKioKt27dgoODg9Bu1qxZuHPnDuLi4nDgwAG0b99eOLZjxw6lXQeq+6q74ta0adPQsmVLJCYmYsmSJVi4cKGw5HBYWBgeP36MQ4cOYfv27Th+/Di2b98OAPDx8RFW24qPj4eJiQnGjh1bo30nelfVnWFw7tw5ZGRkYPbs2ejWrRuGDRuGBw8eoFu3bsjKykJeXp7M783PzwcAlJSU4Pfff4e7u7v8O0f0GkXeRCs3depUBAYGCp9PnjwpdQPNzMwMWVlZ1e4P3zkiegdaWloICgpCUFCQRLmPj4/w5+jo6ArbN27cGCtXrpR57M8//6ywXWpqahUjJXp35StubdmyBfr6+tDX1xdW3JozZ45Qz9XVFSNHjhRe+i5fcWvw4MGYMGECXFxcoKamBhsbG+FF8pYtW+Lq1asYM2YMGjdujMaNG+Pzzz/HpUuXhPcoAODZs2fw8fHBf//7X5iZmdX4NSB6F6/OMAgJCUFmZiZiY2OxceNGiXrlMwy2bdsmMcPAwsICiYmJwuesrCxMnToVO3fuROPGjdGvXz+sWrUKZmZmaNmyJaKjo1FaWoqOHTsCAI4ePQp9fX107ty5ZjpM77VXb6JlZmZi0qRJMDMzQ7t27YQ6r95EKysrg5eXFz766CMMHjwY06ZNQ6dOnbBs2TJcu3YNkydPhpWVFVq2bAkAOHv2LJKSknDgwAHhfA4ODhL/Jjpx4gTmzZsnl8VH+OSIiIhkkseKW66urhLTQ9PT04W6Tk5O2LZtG3Jzc4Uno6+uuCUWi/Hdd98JT1eJapPqzDDQ1NREkyZNhJ/GjRujXr16aNKkCdTU1DB48GCMGDECU6ZMgaOjI06cOIE1a9YI767u2LEDQ4YMUWb36T0hj2XrJ0yYgDlz5qBBgwYSN9HK/fTTT/jyyy/RpEmTCuOIjY2V2+88nxwREZFM8lhx61U7d+6ElpYWLC0tAQCjR4/G/v370bVrVwDA559/LvHy+OnTp3H48GEkJibiwIEDCA4OFu4kEqm66s4weFWLFi1w7NgxibLx48dj/PjxMutHRERUMVqid1PRTbTXfwdff4r5+k20V716Ey0xMRGXLl2qcLYN8HI/r4MHD8LPz69afSnHJ0dEVVBaUqzsEGRS1bio9qvuilvlbty4geDgYCxYsEA4Z1BQED766COcOHECBw8exO3bt4V3lQDA1tYWBw4cwPHjx9G5c2e5DXxERCQf1bmJNmjQIKljr99EW716NZo0aYIxY8ZgwIAB+N///ifVJi4uDjY2NmjatGk1e/MSnxwRVYGaugYOhPq/vWIN6zNjsbJDoDpIHnt6AS/v6k2dOhVeXl7C3cMXL15g586dOHnyJDQ0NGBgYAB/f38sWrRIYsBs1aoVAGDmzJmwsbHBo0ePYGBgIM9uEhFRNcj7JtratWshEomQm5uL5ORkeHh4YNSoUbh37x4CAgLQuHFjuLm5Ce127Ngh1wV7+OSIiIhkkseeXmVlZfDz84O1tbXEZpSFhYUoKSmROk/5alvXrl3DjRs3JI6JRCKJ/cCIVJGqPslX1biodlPkTbTMzEy0aNECAQEB+PDDD9G1a1f4+Phg7969Qrt///0XGRkZct3Pi6MMERHJVN0VtwBgxYoVePToEcLCwiTK9fX1YWVlhYULF+Lbb7/Fs2fPsHjxYnz66acAXi5lHB0djeXLl8PExASrVq2CpaUlGjZsqNhOE1UTZxjQ++TVm2itW7cG8PabaFu3bq3UTbRGjRpBTU1Nom69evWEJcCBlwsxfPbZZ9DU1JRbn/jkiIiIKlTdPb2ioqLwzz//wMLCQjhWniiFhobiyZMncHFxwfDhw2FlZYWpU6cCAL744gu4u7tj/Pjx6NatG9LS0rB4Mf9xR0SkSl69ifbkyROcP38esbGxwt6N5cpvokVGRlZ4E23BggUS5W3btkX9+vWxatUqPH/+HKmpqVi1apUwpU5R+3nxyREREVWouituvWlvLkNDQ6xYsaLC4+PGjcO4ceOqEC0REdW06dOnY/78+XBycoKenp7ETbTk5GRER0dL3EQrZ29vj+joaERFRQF4ub9XOW9vb/j4+CAyMhL/+c9/EBUVBX19fXz99dcYMGAAAODIkSNo3LixRDt5YHJERERERETvRJE30Zo1a4aff/5Z5jFXV1e5vmtUjtPqiIiIiIiIwOSIiIhkUNWVrVQ1LiIiqhs4rY6IiKRwxS0iInqT0pJiqKlrKDsMKdWNi8kRERERERFVSV29iab0aXV5eXlYuHAhHB0dYWVlBQ8PD1y8ePGt7W7fvg0/Pz907doVVlZWGD16NFJSUmogYiIiIiIiqouUmhyJxWJ4e3sjLi4Onp6eCAwMRFlZGTw8PJCWllZhu/v37+PLL7/EuXPn4O3tjfnz5wN4uezr1atXayh6IiIiIiKqS5SaHB06dAhJSUmIiIjA2LFjMWDAAGzYsAHGxsYIDQ2tsN3u3btRWlqK3377DaNGjcLgwYOxbt06GBkZYfPmzTXYAyIiIiIiqiuUmhwlJCTAwsICtra2QpmmpiZGjRqFI0eOIC8vT2Y7T09P/P777zAyMhLKtLS0YGZmhnv37ik8biIiIiIiqnuUmhxdvHgRNjY2UuV2dnYoLi7G9evXK2z7amIEAKWlpbh69So+/PBDucdJRERERER1n1KTo+zsbJiamkqVN23aFMDLd4sqKyYmBvfv34e7u7vc4iMiIiIioveHUpfyLigogKamplS5tra2cLwy/v33X4SEhGD48OFo3759lWK4dOnSW7/nk08+qdI5a8rp06eVHYJCqep1V1Xy+H3gNa8aef0/yOteNW+77vK+nhwnVJeqXndVxXGi5nGcUI7qjBNKTY60tbVRVFQkVV4+CJUnSW/y5MkTeHl5oUWLFpg9e3aVY+jUqVOV26gK/o9Cr+LvQ83jNVeOmr7uHCeoruDvQ83jNVeO6lx3pSZHxsbGuHv3rlR5VlYWAMDExOSN7YuKiuDt7Y2nT59i27Zt0NHRUUicRERERERU9yk1OTI3N8eZM2ekylNSUqChoYF27dq9sf3cuXPxzz//YOPGjWjZsqWiwiQiIiIioveAUhdk6N+/Py5evIiUlBShrKioCJs3b4azszN0dXUrbBsREYHdu3cjKCgI1tbWNREuERERERHVYUp9ctS7d284OjrCy8sLU6ZMgZGREbZs2YLs7GxERkYK9dLT05GRkQErKysYGBggISEBYWFhcHR0RP369XH48GGJ87q4uNR0V4iIiIiIqJZTanIkEokQHh6OZcuWYfXq1cjPz0fnzp2xadMmtG3bVqgXFxeH8PBwbNq0CQ4ODjh69CjEYjH+/vtv/P3331LnTU1NrcluEBERERFRHaDU5AgAdHV1MXfuXMydO7fCOj4+PvDx8RE+BwcHIzg4uCbCIyIiIiKi94RS3zkiIiIiIiJSFUyOiIiIiIiIwOSIiIiIiIgIAJMjIiIiIiIiAEyOiIiIiIiIADA5IiIiqtOKiooQEBAAa2truLi4IC4uTqrO06dP8eOPP8Lc3BwlJSUAgOzsbHh6esLKygq9e/fGnj17hPpisRhLly6Fra0tHB0d8csvv0ic7/z583B3d4eFhQU+++wzJCUlKbSPRETyovSlvImIiEhxVq5ciZycHBw+fBiZmZmYNGkSzMzM0K5dO6HOjBkzYGxsjOLiYqFs2rRp6NSpE5YtW4Zr165h8uTJsLKyQsuWLbF161YcP34ce/fuRV5eHiZMmIC2bduiR48eKCkpwdSpUzFjxgy4ubkhKSkJvr6+OHjwIBo1aqSMS0BEVGl8ckRERFRHlZWVISYmBv7+/tDX14elpSXc3d0RExMjUW/RokUICgqSKJswYQLmzJmDBg0awMbGBnZ2drhw4QIAYOvWrZgxYwZMTEzQpk0bfPPNN9i6dSsAICcnB8XFxRg6dCh0dHTQu3dvNG3aFBkZGTXSZyKi6mByREREVEfdvHkTWlpaaNOmjVDm6OgoJDnlmjZtKtXW1dUVampqwuf09HQ0a9YMRUVF+Pfff2Fvby/znMbGxjA1NcWOHTtQUFCAI0eO4Pnz5xJPqoiIVBWn1REREdVROTk5MDQ0lCgzMjJCbm5ulc6zc+dOaGlpwdLSEtnZ2dDV1YWmpqZwvEmTJsI5RSIRAgMDMXr0aMyePRtqampYvXo1dHR0qt8hIiIF45MjIiKiOkwkElWr/Y0bNxAcHIwFCxYI53rTOZ89ewY/Pz8sXboUZ8+eRWRkJObNm4dHjx5VKw4ioprA5IiIiKiOMjQ0xMOHDyXKcnJy0Lhx40q1f/78OaZOnQovLy907twZAGBgYIDnz5+jqKhIqPfw4UPhnAkJCfjkk0/g6uqK+vXrw9nZGd27d0d8fLycekVEpDhMjoiIiOqoli1borCwUGIxhKSkJJibm7+1bVlZGfz8/GBtbY0xY8YI5Zqamvjoo49w6tQpmefMy8uTeb78/Px37AURUc1hclSLVWbvCgC4evUq3N3d0blzZ3h4eODOnTvCsVu3buGbb76BlZUVnJ2dsXnzZqn2v/zyCwYNGgSxWCyUnTx5EmZmZhI/YWFh8u8kERG9MzU1NQwdOhTBwcF48uQJzp8/j9jYWAwbNuytbVesWIFHjx5hwYIFUse++OILLF++HNnZ2UhPT8fPP/+MESNGAABcXFywf/9+HDp0CPn5+Thy5Aji4+PRq1cvufePiEjeuCBDLVaZvSuKioowdepUTJ06FZ999hnWrl2Lb7/9Fr/99hvKysowceJEDBo0CCtWrMDt27cxffp0NG/eHM7OzgBeTqmIiorCokWLpOaYt2nTBgkJCTXZZSIiqqLp06dj/vz5cHJygp6eHubMmSPc0EpOTkZ0dLTMdlFRUQAACwsLoczb2xs+Pj746quvcOfOHbi5uUFDQwMTJ06Ek5MTAKB169YIDQ3FkiVL4Ovri9atW2PJkiVo27at4jtLRFRNTI5qqfK9K7Zs2QJ9fX3o6+sLe1fMmTNHqHfs2DEYGxsLdwm9vb3x22+/4erVqxCLxSgtLcWUKVMAAO3bt8eUKVOwe/duITlat24dWrRogd69e0vFoKenp/iOEhFRtWhpaSEoKEhqHyMfHx+puqmpqTL//DqRSAR/f3/4+/vLPN6jRw/06NHjHSMmIlIeTqurpSq7d8WFCxfg4OAgfK5Xrx66dOmCCxcuoKysDPXqSf4KiEQiPH36FADw6NEjbNy4EdOmTZMZA3c6JyIiIqK6hMlRLVXZvSsqqpeTkwMzMzMUFhZi3bp1yMvLw+XLlxEZGYkPPvgAALB582aIxWJERUXB1dUVgYGBKCgoEM5z69Yt9OvXD5aWlpg8eTJycnIU1FsiIiIiIsVjclSLVXbviorqqaurY9WqVUhISECXLl3g7++PjIwM9OvXDwCwb98+mJubY86cOQgPD8e///6L4OBgAC8TrNatWyMiIgJHjx6Fvr4+5s+fL5d+ERFR9ZWWFCs7BJlUNS4iIoDvHNVald27Qla9hw8f4qOPPgIAdOjQAdu3bwcAREZG4vDhw7C3twcAZGRkICoqCi1atAAALFq0CIMHD8b8+fPRtm1brFq1Sjinv7+/8J4SEREpn5q6Bg6Eyn4nSJn6zFis7BCIiCrEJ0e1VGX3rrCwsMDJkyeFz2VlZTh58qRUvcePH2P9+vWYMWOGUNaoUSOoq/9f/qympiYs53316lVkZWUJx8RiMdTU1OTSNyIiIiIiZWByVEtVdu+Knj174v79+9ixYwcKCgoQGRkJU1NTdOjQQaLemjVr0LlzZzg6Ogpln332GQIDA5GdnY0HDx4gMDAQbm5uAICDBw9i5syZuHXrFp48eYIlS5bA1dVV8R0nIiIiIlIQJke12PTp02FgYAAnJyf4+PhI7F3h4eEB4OVO5pGRkYiOjoadnR1OnDiB0NBQifPcv38fv/76K/z8/CTKZ86ciSZNmuCzzz5D//79oa+vj1mzZgEApk6dik8++QQjR46Es7MzCgsL8cMPP9RMx4mIiIiIFIDvHNVild27okOHDti5c2eF5zExMcG5c+dknn/evHmYN2+e1LF69erh22+/xbfffvtuwRMRERERqRg+OSIiIiIiIgKTIyIiIiIiIgBMjmotVd0nQlXjIiIiIiJ6G75zVEtx/woiIiIiIvnikyMiIiIiIiIwOSIiIiIiIgLA5IiIiIiIiAgAkyMiIiIiIiIATI6IiIiIiIgAMDkiIiIiIiICwOSIiIiIiIgIAJMjIiIiIiIiAEyOiIiIiIiIADA5IiIiIiIiAsDkiIiIiIiICACTIyIiIiIiIgBMjoiIiIiIiAAwOSIiIiIiIgLA5IiIiIiIiAgAkyMiIiIiIiIATI6IiIiIiIgAMDkiIiIiIiICwOSIiIiIiIgIAJMjIiIiIiIiAEyOiIiIiIiIADA5IiIiIiIiAsDkiIiIiIiICICSk6O8vDwsXLgQjo6OsLKygoeHBy5evFiptn///TeGDRuGzp07w8nJCStWrEBxcbGCIyYiIiIiorpKacmRWCyGt7c34uLi4OnpicDAQJSVlcHDwwNpaWlvbHvy5El4enrCxMQEwcHBGDFiBNatW4f58+fXTPBERERERFTnqCvriw8dOoSkpCRs3rwZtra2AIC+ffti4MCBCA0NRXh4eIVtg4KCYGdnh4iICKGsadOmmD17Njw8PNC+fXuFx09ERERERHWL0p4cJSQkwMLCQkiMAEBTUxOjRo3CkSNHkJeXJ7Ndeno6rly5gnHjxkmUDxo0CI0bN0Z8fLxC4yYiIiIiorpJacnRxYsXYWNjI1VuZ2eH4uJiXL9+vcJ2AKTaqqmpwdraGpcuXZJ/sEREREREVOcpbVpddnY2TE1NpcqbNm0KALh//36F7XR1ddGwYUOpY6ampkhOTq50DGKxGEVFRZWq26C+ZqXPWxMKCwtRT6u+ssOQUlhYKNfz8bpXjjyvu6pdc0A1rzt/15WjstddU1MTIpGo2t/HcUL++P+OcnCcqHn8XVeO6o4TIrFYLJZ3UJXRoUMH/PDDDxg1apRE+YsXL2BlZYXFixdj0KBBUu0iIiLwv//9D8ePH5c6tnjxYhw4cAAHDhyoVAyFhYWVXh2PiIhqD3Nzc2hpaVX7PBwniIjqporGCaU9OdLW1pZ5N66goEA4XlG7ijLCwsLCCtvJoqmpCXNz80rXJyKi2kFTUz53WDlOEBHVTRWNE0pLjoyNjXH37l2p8qysLACAiYmJzHYmJibIy8vD06dP0ahRI4ljd+/ehbGxcaVjEIlEcrmzSEREdRPHCSKi94vSFmQwNzfHmTNnpMpTUlKgoaGBdu3ayWzXqVMnAJBqW1painPnzvEOHxERERERvROlJUf9+/fHxYsXkZKSIpQVFRVh8+bNcHZ2hq6ursx2H374ITp06IBffvlFonz37t3Izc1F//79FRk2ERERERHVUUpbkEEsFmP8+PG4fPkypkyZAiMjI2zZsgWXL1/G9u3b0bZtWwAv9zXKyMiAlZUVDAwMAAAnT57EuHHj4OLiggEDBiA9PR1RUVEYOHAgFi1apIzuEBERERFRLae05AgA8vLysGzZMsTHxyM/Px+dO3eGv78/LCwshDphYWEIDw/Hpk2b4ODgIJQnJiZi+fLlSE1NhYGBAdzd3eHl5QUNDQ1ldIWIiIiIiGo5pSZHREREREREqkJp7xwRERERERGpEiZHREREREREYHKkcjw8PNC9e3c8ffpU5vEZM2bAw8NDqGtmZib82NraYvDgwdiwYUOFG+WSbK9fS0tLS/Tt2xdz587F1atXhXo7duyQqCfrp1evXkrsSe3z+rW3srLC4MGDsWbNGuH3+G3XvaSkRMm9UD0eHh6YMWOGVPn//vc/mJmZYcWKFQAAMzMzTJw4scLzdOvWDWFhYcLnqtYn+eM4oRwcJ5SH44RicJyQTWmbwFLFHjx4gODgYPz4449vrWtra4sJEyYAAB4/foxTp05h6dKl+Ouvv7B+/XpFh1qnvHotCwoKkJ6ejt27d2Pnzp2YN28ehg8fDkdHR0RFRQlt4uLicOzYMSxevFgo09bWrvHYa7vyay8Wi5Gbm4uzZ88iLCwMx44dw8aNG4V64eHhUFeX/mtLTU2tJsOttX777TcEBgZi0qRJmD59ulB+7Ngx7Nq1C4MHD67Ueapan+SP44RycJxQHo4TNYPjBJMjlaStrY3Y2FgMHDgQXbt2fWNdY2NjuLi4CJ+HDBmCjz/+GEFBQTh37hysrKwUHG3d8fq1BABPT0/MmjUL8+fPR/v27WFhYYGmTZsKxy9evIgTJ05ItaOqef3aDxs2DC4uLvDy8sKRI0eE8p49e0JLS0sJEdZ+O3bswLx58zB+/Hh8++23Ese0tbURFBSEHj16wNDQ8K3nqmp9kj+OE8rBcUJ5OE4oHseJlzitTgU5Ozujc+fO+OGHH/DixYsqty8fKO/cuSPv0N476urqWLRoEUxMTBAREaHscN4rvXv3hra2NtLS0pQdSq0XFxeHgIAAfP311/D395c6Pm7cOJSUlGDhwoWVOl9V65P8cZxQHRwnlIfjhPxwnPg/TI5UUL169RAYGIj79+8jNDS0yu0vXrwIAGjVqpW8Q3svaWlp4fPPP0diYiLy8/OVHc5749atWygoKICRkZGyQ6nV9u3bB39/f4waNQqzZ8+WWcfExATfffcdEhIScOjQobees6r1Sf44TqgWjhPKwXFCPjhOSGJypKLMzMzg6emJ6Oho/PPPPxXWKy0tRV5eHvLy8nD79m1s27YNwcHB6Nu3r8RmulQ9HTt2RHFxMbKyspQdSp30+u9xfHw8Jk6cCAMDA/Tp00eol5+fL9Qr/ykqKlJi5Krt/PnzmDlzJtzc3PDDDz+8se6IESNgb2+P+fPn49mzZ289d1Xrk/xxnFAtHCcUi+OEYnCckMbkSIVNnjwZbdu2RUBAQIX/Y//xxx+wsbGBjY0Nevfujblz58LOzg6LFi2q4WjrtgYNGgBAhatDUfW8/ns8Y8YMGBkZITo6Gg0bNhTqdenSRahX/hMYGKjEyFXb7du3oaGhgdOnT+Phw4dvrCsSiRAYGIinT58iJCTkreeuan1SDI4TqoPjhGJxnFAMjhPSmBypME1NTSxatAhpaWlYtWqVzDpdu3bF5s2bsXnzZqxevRo//PAD7t27Bzc3N2HaBFVf+R0PfX195QZSR736ezxkyBA0aNAA4eHhaNeunUS9X375RahX/lO+chRJs7e3x86dO5Gfn4+pU6e+denmDz74AD4+PoiJicHx48ffev6q1if54zihOjhOKBbHCcXgOCGNyZGKs7S0hIeHB9auXYvU1FSp4wYGBrC1tYWtrS2cnZ3h4eGBrVu3wtTUFPPnz6/5gOuoy5cvQ0tLC6ampsoOpU569ffY398fYrEYkZGRUvVsbGyEeuU/fGeiYkZGRmjdujUiIiJw+fLlCueSv2rcuHEwNzfH3LlzK/Wif1Xrk/xxnFANHCcUi+OEYnCckMbkqBaYMWMGTExMEBAQgNLS0rfW19TUhJWVFa5du1YD0dV9BQUF2LVrF5ycnLg3RQ1o3LgxJkyYgC1btuDmzZvKDqdOsLW1RWBgIPbu3fvWjffU1NSwaNEi3Lt3D8uXL3/ruatanxSD44RycZyoWRwn5I/jxP9hclQL6OjoIDAwEBcuXMDRo0ffWv/Zs2c4duwYPvjggxqIrm4rKirC999/j9zcXPj4+Cg7nPfGuHHjoK+vj59++knZodQZgwcPxuTJkxEeHo69e/e+sW779u0xYcIEbNq0CU+ePHnruatan+SP44TycJxQDo4T8sdx4iVuAltLdO3aFUOHDkVsbKxEeXZ2Ng4fPgzg5UugGRkZ2L17N+7fv8/9Fqro1Wv54sUL/Pvvv9i9ezdyc3OxdOlSfPzxx0qO8P2ho6ODadOmYe7cuTh37pyyw6kzfH19kZmZidmzZ6N58+Zv3Pxz6tSp2L9/f6X3D6lqfZI/jhOKx3FCdXCcUAyOE0yOapVZs2bh2LFjEmUpKSlISUkBAGhoaMDIyAg2NjYYN24cl2itolevZYMGDWBqaoq+ffviq6++QsuWLZUc3ftn6NCh+OWXXxASEoLhw4crO5w6QSQSISQkBB4eHvDy8sK2bdsqrFv+ov9XX31VqXNXtT4pBscJxeI4oVo4TsgfxwlAJBaLxcoOgoiIiIiISNn4zhERERERERGYHBEREREREQFgckRERERERASAyREREREREREAJkdEREREREQAmBwR1TrHjx/H2bNnJcqeP3+OdevWoaCgQOZnIiJ6f3CcIHp3TI6IapktW7Zgz549EmWPHz/G4sWLkZ+fL/NzuaKiImRmZr7xp6ioSKLNkSNHMGzYMMV2ioiI5IbjBNG74yawRLXYggUL8M8//6C4uBgAMG7cOKipqUl9/vTTTzFp0iSkpaVh8ODBbzznrl27EBkZCXNzc0yaNAl5eXm4deuWortCREQKwHGCqGqYHBHVEqWlpRCLxcJPSUkJXFxcYGFhgUePHmHx4sUYPnw46tevL/X5ww8/BAB06NABly5dQlRUFI4dO4Zff/0VAODh4YFu3bph8uTJUFdXx7Nnz6TuJhIRkWrjOEFUfUyOiGqJ0aNH48yZM8LnX3/9Fd7e3vDx8cGzZ89QWFiIYcOGQVtbW+rzq9TV1VGvXj3hz+Xq1asn8ZmIiGoXjhNE1cffcKJaYtGiRcjLy4O3tzesra3xzTffwNjYGLa2tnj27BkAYMWKFRJtVqxYgYEDB2Lp0qUAgOzsbDx79gyPHj1CYWEh0tLSAACFhYV49OgR0tLSoK+vX6P9IiIi+eA4QVR9TI6Iaok2bdogIyMD9+7dQ+PGjWFhYSEcW7NmDWxtbaXarF69Gnfv3hU+L168WOIlXTc3N+HPly5dwqZNmzBmzBgF9YCIiBSJ4wRR9XG1OqJaZPfu3QCAzMxMlJWVCeXa2trQ1dWV+tHQ0JBov3TpUqSmpsLV1RXDhw9HamoqUlNTYWNjg+nTpyM1NRUBAQE12iciIpIfjhNE1cMnR0S1RElJCXbs2AEASExMxIwZM7BkyRIAwNSpU2XOAy8oKECfPn0kyu7evYujR49i8eLFFX7X2rVrIRKJUFJSgitXrkBTU1OOPSEiIkXgOEFUfUyOiGqJvXv34sGDBzAzM4ORkRH++ecfxMTEAACWLVtWqekSxcXF8Pf3R4sWLeDq6iqUa2pqSgyaGhoacHBwwOPHjwEAX331lYJ6RURE8sJxgqj6RGKxWKzsIIjozYqLizFgwABYWFigqKgIRkZGmDRpEho1aoQePXoIL9rK8uqLtvHx8QgICEB0dDTMzc3f+J23b99GUVERGjZsiCZNmsi1P0REJF8cJ4jkg8kRUS3w4MED9OnTB7///juWLl0KIyMj/Oc//5Gqd/ToUXh6eiI1NbXCc927dw/169eXKg8JCUFubi5CQkKkjunq6kJNTa16nSAiIoXhOEEkH5xWR1QLNGnSBBEREWjVqpVEea9evXDnzh2p+mZmZhKfLS0tsW3bNgAvl2N1cnKq8Lvs7OykyrZv3y6x6hEREakWjhNE8sHkiKiW6Natm1TZL7/8guLiYgAvp1RMnjwZWVlZGDJkCCZOnCjUe3WDvxYtWiAxMVHqXAsXLkROTg6WL18udczAwEAOPSAiIkXiOEFUfUyOiGqx8juEd+/exfz581FaWorly5dj9uzZMDY2hre3t9QKQmpqajLnhmtqakJDQ4PzxomI6hCOE0RVw+SIqJZ6/Pgx/v77bxw8eBD79++Hg4MDYmJi0LRpUzRr1gwzZ87E9u3bMWjQIHTt2hU9evTArVu3hDuIr3v+/DkKCgqE3dBfp6GhITVdg4iIVBfHCaKq44IMRLXMtGnTYGRkBEtLS4SEhMDZ2RlffPEFrKysJOoVFxdjz5492L17N3Jzc7Fnz54K555XRvPmzfHnn3/KoQdERKRIHCeI3h2TI6JaqrS0FCKRCPXq1Xtr3bKyskrVIyKiuoPjBFHVMTkiIiIiIiICwFsEREREREREYHJEREREREQEgMkRERERERERACZHREREREREAJgcERERERERAWByREREREREBIDJEREREREREQAmR0RERERERACA/weq+uOnq+RvkgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "config = {\n",
    "    \"to_result\": \"data/output_of_evaluator/TO/TO-1000-20220402212012.json\",\n",
    "    \"nd_result\": \"data/output_of_evaluator/ND/ND-1000-20220402202330.json\",\n",
    "}\n",
    "importlib.reload(visualize)\n",
    "t = visualize.TO(config)\n",
    "t.cw_result()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "t = visualize.API()\n",
    "t.cw_cmp()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "t = visualize.API()\n",
    "t.ow_cmp()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vsg4GxxRQnVKeBXAUKV4A5+TJk+jduzd69OiBbdu2ISQkRG4BnNdlZWVh586dGDx4sDTZaNWqFS5cuCBX95dfflEYGxHVXnv37kV2djZWrFghN61WV1cXK1asQF5eHnbt2lUt8TApoDqlOhbAed0333yD/Px8TJ8+XVo2fvx4xMTEYM2aNbh37x6SkpLwzTff4OzZs/z2SVTHnDp1Cl26dIGRkZHC44aGhujevbv0cZiy8fEB1SnKXgDndTt27MCRI0ewYcMGmdt+Q4YMQUpKCkJCQqTtmjZtCgAYNWrU23WQiNTKv//+i27dupVax8LCQuHdRWXgnQKqU5S9AE6xCxcuYNWqVfDy8kLPnj3lzufl5YXz588jIiICp06dgrGxMXr16sWBaiXIy1e8OVFNpo4xU/XLzMyUGcCsSKNGjZCVlVXipl9ViXcKqE5R5gI4YrEYAJCUlAQfHx84OTnhiy++KDGWBg0aoF27dti/fz9u3LiBgICASvaq9tPR1sSYueGqDqNCdq0eq+oQSA00atQImZmZpdZ59uwZGjZsWOK/T1WJdwqoTlH2AjhZWVmYNm0aTExMsHr1aohEolLjycrKQmBgIIYNG4bWrVu/Rc+ISB21aNECCQkJpdaJj49HixYtqiUe3imgOsXZ2RnW1tbw9PTEtGnToKuri82bN8PIyAijR4+W1ouLi4NEIpEO/Js9ezbGjBmDUaNGYfTo0dDW1saPP/6IS5cuITg4WNpu1qxZ+Oeff7Bw4UL8+uuvMu/dtm1bNGvWTKbs+++/h0Qiweeff67EXhNRTdWzZ0+sX78eaWlpCgcbPnr0CGfPnpVZ30CZmBRQnaLsBXDOnTsHAFi2bJnce69cuRLDhg2Tvv7rr7+wa9cueHp6ljjymIhqt1GjRmHHjh3w9fXFhg0bZAY75+bmwtfXF7q6uhgzZky1xMOkgOocZS6AU5FNjT7++GNcv3693PWJqPZp2LAhAgMDMW3aNAwaNAiffvqpzIqGqampWL9+vfQRpbIxKSAiohqrqCC/UisKVnUMylxquVOnToiIiMAPP/yA8PBwpKeno2nTpvjkk0/g4eGBjz76SGnv/SYmBUREVGOpet+DqopB0d3H133wwQcKHztWN84+ICIiIgBMCqiOUMeFZNQxZiJSb3x8QHUCF78hIiob7xQQERERABUnBdnZ2Vi2bBkcHBxgZWUFNzc3xMfHl9muqKgI27dvR//+/WFpaYkuXbrAz88Pjx49qoaoiYiIaieVJQWCIGDmzJk4cuQIPD09sXz5chQVFcHNzQ137twptW1QUBBWr14Ne3t7rFq1Ch4eHjhz5gzGjx+PvLy8auoBERFR7aKyMQUxMTG4ePEiwsPDYWtrCwDo06cPBg4ciKCgIJmlY98UHh6OcePGYcGCBdIyKysrjB49GpcuXUKPHj2UHj8REVUdQRDK3CuEyiYIwlu1V9mdguPHj8PS0lKaEACAjo4Oxo4dizNnziA7O7vEtiKRCIaGhjJlXCaWiEg9aWtr48WLF6oOo1Z48eKFzFLJFaWypCA+Ph42NjZy5XZ2dsjPz8ft27dLbDt58mRs3boVJ06cQEZGBhISEjB//nyYmZnBwcFBmWETEVEVMzIywv3795GTk/PW33TrIkEQkJ+fj4yMDNy7dw9NmjSp9LlU9vggLS0NJiYmcuXFu8ilpqaW2Hb69Ol48uQJZs6cKS1r3bo1wsLCoK2t+tWviIio/Bo2bAgAePDggdz25FQ+WlpaEIvFaNGiBcRiceXPU4UxVYhEIoGOjo5ceXFnJBJJiW337NmDffv2Ydq0abCxscGDBw8QEhICPz8/rFu3DhoaFbsBUp4ZD6TeOnbsqOoQKuXKlSuqDqFG4PUjKltmZibS0tLe6hwqSwrEYrHCmQLFyUBJmU5KSgqWL1+OlStXYuDAgdLybt26YcCAAfjxxx8xZMiQCsViYWHxVs9giJRFXT8M6SVeP6ppcnNzS/0irLIxBUZGRnjw4IFc+cOHDwEAxsbGCtudPn0aIpEIrq6uMuXvvvsu7Ozs8PPPP1d9sERERHWAyu4UWFhY4OrVq3LlsbGx0NbWRuvWrRW2e/HiBQRBUDgYpbCwkM+jiIiIKklldwpcXV0RHx+P2NhYaVleXh7Cw8Ph6OiI+vXrK2xnZWWF/Px8HD58WKb87t27iI2NhZWVlTLDJiIiqrVUdqegV69ecHBwwIwZMzBt2jQYGhpi9+7dSEtLw4YNG6T1kpKScPfuXVhZWcHAwAA2Njbo378/vv76a9y4cQPW1ta4f/8+tm3bhqZNm8Ld3V1VXSIiojJkZmYiICAAJ0+eREFBAbp06YKFCxdKZ569ad26dSUuZjd06FAEBASUWmfnzp3o3LmzXPn48eNx7949REdHKxz0XlepLCkQiUQIDg5GYGAgNm3ahJycHLRv3x47d+5Eq1atpPWOHDmC4OBgmQv77bffwsLCAgcOHMCePXugr68PZ2dnfPHFF9DX11dRj4iIqDRFRUXw8vJCcnIyfHx8IBaLsWnTJri7uyMyMhL16tWTazNgwABYWFjIlD1//hxfffUVzMzMSqwTGBiIFy9eKHwUferUKVy+fBlBQUFMCN4gEurwShHFozA5+6Bu4NbJ6o3XT/399NNP8PHxQUREBNq2bQvg5eByV1dXfP7555g0aVK5zrN79274+/vj7NmzaNy4sdzx4OBg7NmzB7t378b7778vc6ygoACDBg1Cw4YNsWfPnrfvlJop63OPWycTEVG1iI6Ohp2dnTQhAAATExO4uLggOjq63OfZv38/evbsqTAhiIqKwo4dO/DDDz/IJQTFbf/++2/4+vpWrhO1HJMCIiKqFgkJCQqXt7e1tUViYiKKiorKPEdiYiKuX7+O4cOHyx379ddfsXTpUqxbt076aOF1EokE69evR//+/WFpaYmCgoLKdaQWY1JARETVorTl7XNzc/H06dMyz7Fv3z4YGxujW7ducsf8/Pzw/PlzTJgwAQMHDsSZM2dkju/duxfp6em4f/8+rKys0L59e4wfPx537typbJdqHZUNNCQiorpFIpEofI5dXJabm1tq+9zcXBw+fBhjxoxRuJz9ggULkJOTAx0dHURFRWHatGkIDQ2Fvb09gJdjEUQiET766CN4eHggMzMTmzdvxrhx43DkyJG32kiotmBSQERE1UIsFiv84C8uK2vA908//YSsrCyMGDFC4XFHR0fpn3v37o3x48cjODgY9vb2SElJQVJSEiZNmoR58+bJtOnbty92794ts8leXcXHB0REVC2MjIyQkpIiV56SkgJdXd0yp5Tv378fdnZ2CgcQKtK7d28kJCQA+P8l9AcPHixTp3HjxujUqRM3xnuFSQEREVULc3NzxMXFyZVfvXoVZmZmpe5w+88//+C3335TeJegoKBA4V46RUVF0NJ6eUO8eA0ERYML8/PzpfXqOiYFRERULfr27YvLly8jMTFRWpaamoro6Gj07du31LYHDhxAgwYN4OLiInfM398f48ePx/Pnz2XKT5w4AWtrawBAq1at0KRJExw8eFCmzoMHD/Drr7/C1ta2st2qVZgaERFRtXB2doa1tTU8PT0xbdo06OrqYvPmzTAyMsLo0aOl9eLi4iCRSKQDBAsKChAZGYn+/ftDLBbLndfDwwMnTpzAZ599hrFjx0JPTw9Hjx7FtWvXsGvXLgCAlpYWvvrqK8yfPx+ZmZlwdHRERkYGQkNDYWJigk8//bR6fgk1HJMCIiKqFhoaGggJCUFAQACCgoJQUFAABwcH+Pn5ySxxHBgYiPv37+PUqVMAgF9++QXp6ekK1yYAgHfffRe7d+/G2rVrsXbtWuTm5sLS0hJhYWFo3769tN7QoUPxzjvvICQkBH5+fnjnnXfQs2dPzJ49W+ESy3URlznmMsd1BpfJVW+8fkRvj8scExERUbkwKSAiIiIATAqIiEjJ8vILVR1ChahbvFWJAw2JiEipdLQ11WpMSF0eD8I7BURERASASQERERG9wqSAiIiIADApICIioleYFBAREREAJgVERET0CpMCIiIiAsCkgIiIiF5hUkBEREQAmBQQERHRK0wKiIiICACTAiIiInqFSQEREREBYFJARERErzApICIiIgBMCoiIiOgVJgWVkJmZiQULFqBTp06wsbGBt7c3UlJSyt3e19cXHTt2xOPHj2XK7927B1NTU4U/8+fPl6lbVFSEzZs3w8nJCe3bt8eoUaMQGxtbJf0jIqK6SUvVAaiboqIieHl5ITk5GT4+PhCLxdi0aRPc3d0RGRmJevXqldo+MTERhw4dwqxZs9CkSROZY4aGhggJCZEpu3jxIv773//C0dFRpnzt2rUIDQ3F1KlT0apVKxw8eBCTJk3Cvn37YGZmViV9JSKiuoVJQQWdOHECcXFxiIiIQNu2bQEA9vb2cHV1xZ49ezBp0qRS269evRrNmzfHhAkT5I6JxWI4OTlJX9+6dQsRERHw8/ND3759peWpqakIDQ3F3LlzMX78eACAi4sLRowYgbVr18olFkREROXBxwcVFB0dDTs7O2lCAAAmJiZwcXFBdHR0qW3Pnj2LCxcuYM6cOdDR0Sm1blpaGjw9PTFx4kSMHTtW5tipU6egpaWFUaNGScs0NTUxbtw4nD9/Hs+fP69Ez4iIqK5jUlBBCQkJsLGxkSu3tbVFYmIiioqKFLYTBAGBgYGwsbGBq6sr8vLySnyPnJwceHl5oXv37pg5c6bCGMzNzaGrqysXQ35+Pm7fvl3BXhERETEpqLC0tDSYmJjIlTdr1gy5ubl4+vSpwnYxMTG4ceMG8vPzYWNjg/bt22PEiBG4evWqXN3t27fj+vXr2Lt3Lzp16oQ1a9bIJBElxVBclpqaWsneERFRXcYxBRUkkUjkvqEDkJbl5uYqbLd7924AL5MHDw8PFBQUICwsDBMmTEBkZCRatWolrTt69Gjo6urC1NQU8fHxCAkJQXp6OlatWiWNoXHjxnLvoaOjA5FIBIlE8tb9JCKiuodJQQWJxWKFH/zFZYoShoKCAvz2229wcXHB999/Ly13dnbGgAED8MMPP2DlypXS8saNG2Py5MkAgK5du6JZs2aYP38+ZsyYgRYtWkAsFit8/JCXlwdBECAWi9+6n0REVPfw8UEFGRkZKVyTICUlBbq6utDX15c7lpGRgdzcXAwaNEimXFdXFz179kR8fHyp79mrVy8IgoAbN26UGsPDhw8BAMbGxuXtDhERkRSTggoyNzdHXFycXPnVq1dhZmYGDQ35X2nx2gWFhYVyx/Lz86Gl9f83bP7991+5OsWDFzU1NaUxJCQkyN2xuHr1KrS1tdG6desK9IiIiOglJgUV1LdvX1y+fBmJiYnSstTUVERHR8usJfC6Bg0awNzcHBERETLlz58/x8mTJ2FrawsA+OOPP+Ds7IwzZ87I1Pv555+hqamJ9u3bAwB69uyJ/Px87N+/X1qnsLAQYWFh6Nq1Kxo0aFAVXSUiojqGYwoqyNnZGdbW1vD09MS0adOgq6uLzZs3w8jICKNHj5bWi4uLg0Qigb29PQBg7ty5mDx5MiZPnoyBAwdCIpFg586dKCwsxJQpUwAA7du3x4ABA+Dj4wN3d3eYmZkhMTER27Ztg5ubG4yMjAC8fDwwadIkBAQE4OnTp/joo48QGRmJv/76CytWrKj+XwoREdUKTAoqSENDAyEhIQgICEBQUBAKCgrg4OAAPz8/mSWOAwMDcf/+fZw6dQrAy1UPd+zYge+//x7ffPMNdHR00LVrV8yZM0f6YQ8Aq1atwrZt23DgwAGEhoaiefPm8PHxwcSJE2Xi8PHxQf369bF7925kZGTAzMwMoaGhXOKYiIgqTSQIgqDqIFQlNzcX8fHxsLCwUDhrgGqXMXPDVR1ChexaPbbsSnUIr596U6frV5uvXVmfexxTQERERACYFBAREdErTAqIiIgIAJOCCsnLl19noCZTt3iJiEi1Sp19kJGRge3bt2P27NnIyMiQW29/586d6N+/P3JycuDm5iY3v7620dHW5GAZIiKqtUq9U/D06VNs2bIFt2/fhouLC5KSkqTHYmJi8O233yI9PR35+fncmY+IiEjNlevxQevWreHi4gIfHx8UFBQgKysLS5YswdSpUzkvnoiIqJYo95iCBQsWQCKRYN26dVi3bh0MDQ0xfvx4hev5V0R2djaWLVsGBwcHWFlZwc3NrcwNgl6Xnp4Oa2tr+Pr6vlUcREREdV25VzR88uQJvvvuOxgYGEg33Rk2bBiWLl2KZs2aVerNBUHAzJkzkZCQgGnTpsHQ0BC7d++Gm5sbDhw4gFatWpV5jrVr1wIAZs2aVakYiIiI6KVy3SmIjY3FsGHDIJFI0KRJE4SGhmLx4sXQ1dWFg4NDpd88JiYGFy9exPr16zFhwgQMGDAA27Ztg5GREYKCgspsn5iYiIiICHh6esosFUxEREQVV2pSULwCsq2tLWbPno0pU6YgNjYWaWlp+Pbbb1FQUPBWb378+HFYWlpKdwkEAB0dHYwdOxZnzpxBdnZ2qe1XrVoFExMTTJo06a3iICIiohIeHwiCAH9/fxw+fBgAkJKSglGjRmHv3r2YMWMGtm/fDiMjIzx9+hSzZs3Cs2fPAAAzZ86UniM4OLjMN4+Pj0ePHj3kyu3s7JCfn4/bt2/DyspKYdvz58/j4sWLCAoKgpYW93UiIiJ6WwrvFIhEIpw5cwZ2dnYQBAFjxozBv//+i3r16sHc3BxTpkzB48eP8fz5c2hoaEAkEr08mYaG9Kc80tLSYGJiIldePEahtGmO3333HerVq4etW7fC0tISNjY2WLhwIbKyssr13kRERCSrxK/Yx48fR3JyMk6ePIlhw4ZhwoQJaNSoEdzd3XHp0iXMmjULgiDgm2++QWpqKgYMGIDvv/++Qm8ukUigo6MjVy4Wi6XHFYmPj8cff/wBfX199OvXDz4+Prh58yY2bNiAv//+G+Hh4eVOTIrPVx4dO3Ys9zlriitXrqg6hBpBHa8dwOtXjNdPvanj9aur167EpEBbWxvAy7sGM2fOhJaWFtauXYuMjAwsW7YMw4cPhyAIyMzMlN4pqCixWIy8vDy58uJkoDg5eNP58+chEomwefNmdOjQAQDQrVs3fPzxx5g6dSouXLiAbt26lTuO2rx1sjr+ZaT/x+un3nj91FdtvXbFWyeXpNwP4728vCAIAjp06IDNmzdj3LhxiI+Ph56eXonf6MtiZGSEBw8eyJU/fPgQAGBsbKyw3YMHD9CiRQtpQlDM0dER9evXR3x8fIWSAiIiIqpAUgAAf/31F959912IRCIcOnQIu3fvBvByDYPKsLCwwNWrV+XKY2NjpWshKFKvXj2FMx+KiopQWFjIgYdERESVUO4H75s3b8a5c+fQrl07TJkyBU+ePMHJkyff6s1dXV0RHx+P2NhYaVleXh7Cw8Ol3/oV+eSTT3D//n1cunRJpvzYsWOQSCTo1KnTW8VFRERUF5XrK3VKSgo2btyIzZs3S1cZ/Prrr7F06VI4OTlV+s179eoFBwcHzJgxQ2ZFw7S0NGzYsEFaLykpCXfv3oWVlRUMDAzQo0cPdO3aFdOnT8eECRPQunVrXL9+HTt37sSAAQPkHisQERFR2UpNCvT19eHh4YFmzZrhp59+klk10MHBASNHjkRubi60tbUVTi0si0gkQnBwMAIDA7Fp0ybk5OSgffv22Llzp8wSx0eOHEFwcDB27tyJzp07QyQSYePGjVi/fj2ioqKQnp6O5s2bw9vbG5MnT65wHERERASIhOJlC+ug4lGYFZl9MGZuuJKjqjq7Vo9VdQg1ijpdO4DX7028fupNna5fbb52ZX3ulX8yPxEREdVqZSYFDx8+xPjx46WvDx06hOfPnwN4uZ7AoUOHUFRUBABITk6Go6OjciIlIiIipSozKXjx4gV+++036WtfX1+kp6cDAJ49ewZfX1/k5uYCAPLz80tdmpiIiIhqrgo/PnhzCEIdHpJARERUq5SZFCQmJsqVvb6ssUgkqvQyx0RERFRzlDglMTQ0FHv37sU///wDkUgkM65g7ty5MvsWeHh4QENDo9LLHRMREZHqlXin4Pr16xg5ciRCQ0MhCALatWuHdu3aAQA+/vhjtGvXDqampgCAtm3bol27dvj444+rJ2oiIiKqciXeKfjPf/4DAPj7778hEokwb948AMC2bdswZcoUtGzZEikpKdi3bx9mz54NPT093LlzB5GRkdUTOREREVWpEu8UKNrS+E1vjiXg2AIiIiL1pfBOQX5+Pjp37gwbGxuFe0ozGSAiIqp9FCYFgiDAy8sLP//8M77//nsALzcvKubu7g4tLS0UFRVBEAT069cPIpEIBQUFEAQBvXr1QkxMTPX0gIiIiKqEwqRAR0cHU6dOxdSpU5GQkICdO3fi8OHDEIlEcHd3R/Pmzas7TiIiIlKyMrdONjc3R0BAACZPnoylS5fiwIEDmD9/PkaOHFkd8REREVE1KTMpAIBr165h48aN+P7777F//34YGBhg165d+Pfff9G7d2/Y2NhAQ4N7KxEREamzUpOCu3fvYs2aNTh58iTatGmD9PR0eHp6Ang5ZTEyMhI7duxAo0aN4OjoiN69e6NLly7Q09OrluCJiIio6pSYFCQlJWHgwIF47733EBgYiH79+skcnzNnDnx8fPDrr78iJiYGp0+fxqFDh6Crq4utW7fC1tZW6cETERFR1SkxKWjZsiXWrl0LJycnaGpqKqyjqakJe3t72Nvbw8/PDzdu3MCpU6ekKx8SERGR+ij18UHv3r0rdLK2bduibdu2bxUQERERqQZHBxIRERGAMpKCvXv3yrwuKiqSWcSIiIiIao9SHx8sWbIEI0eOhIaGBiwsLHDt2jXcv38fEokEX375pcI2urq66Nu3L5ydnZUSMBERESlHqXcKBEGQKxOJRMjPz8fJkydhZmaGCxcuwMzMDDExMfj444+Rn5+Pr7/+WmkBExERkXKUmhSIRCKZzY7e/PPMmTMhFosxc+ZMCIKA6dOnY8mSJXj69KnSAiYiIiLlUPj44M6dOzh79iwAYNu2bRCJRBAEAdu2bSvzhNra2mjQoEHVRklERERKpzApSE5OxpEjRwAAR48eBfBykOGxY8fKPOE777yD3377rQpDJCIiouqg8PGBo6MjDh48CEEQsH//fhw8eBCamprYt29fdcdHRERE1aTU2QeljSkAgBcvXkj/KxKJIJFIUFhYCADc/4CIiEjNlJoUCIIAQRCkYwqKZyMUv7axsZH5b+fOnaX1z5w5A2Nj42rpBBEREb29UpOC8ePHS7dE3r17N0QiEcRiMRo0aCAdX1BUVKRw2+SmTZsqIVwiIiJSlhKTgmfPnmH//v2Ii4tDjx494OzsDA0NDfTv3x/nzp1Dt27dkJ+fj6lTp2LMmDEV3ieBiIiIapYS1ylo1KgRLl68iOnTp+PRo0fw8vLCpUuXkJiYiMePHwMA/Pz8oKOjgx49elRbwERERKQcCu8U/Pnnn1i/fr1MmampKbZv345//vkHO3bswP79+3H16lU4ODjA29tb7hwhISHKiZiIiIiUQmFS0KhRI3To0EGmrHhWwY0bN5CTk4Nbt24BAOrXr8/tkomIiGoBhUlBixYtMG3aNPz99984e/YsLl26hNjYWKxcuRJNmzaFm5sbPvnkE+zZswdhYWHQ1NTE4sWLoa+vX83hExERUVUpcUzBs2fP8Nlnn+Hq1atwdHTE/v370adPH7Rr1w6GhoZo1qwZfHx8EBkZiZSUFEyaNAk5OTnVGTsRERFVoRJnHzRq1AiXL1+WK1+6dKnM6xYtWiA8PByFhYXQ1tau+giJiIioWpS6TkF5aWhoKFyrgIiIiNRHlSQFUVFRWLduHfT09KCvr4/PPvsM/fr1q4pTExERUTUpc0XD4lkHJbGxsUGfPn0wY8YMFBQU4Ndff8WyZcuYFBAREamZUpOCK1euoF+/fvjggw9KrPPhhx/C0tISlpaWAF4mCcXbLhMREZH6KPPxweDBg9G1a9dynzArK4vjC4iIiNRQucYUXLp0CRkZGdDU1ISWlhZ0dHSgr6+Ppk2bYty4cTJ1nzx5AlNTU6UES0RERMpTrqRgx44d+N///ofCwkIUFhaiqKgIwP9voWxvbw9XV1eIRCI0aNAADg4OSg2aiIiIql65koI39zHIycnBkydP8Ndff+Hy5cuIiIhAeno6AgMD0aZNG6UESkRERMpV5sN/kUgkV1avXj28++676NGjB+bOnYvTp0+jQ4cOGDlyJM6dO6eUQImIiEi5Sr1TIAgCPDw8Sj2Bvb09QkND4e/vDxMTE3h7e2Pbtm2wtrau0kCJiIhIuUpNCjZu3AhBEEo9QePGjaV/dnd3x/379+Hj44NDhw7BwMCgaqIkIiIipSs1KTA3N0dgYCCaNGmCjz/+GB9//DFatWoFPT09mXqJiYn49ttv8fDhQ+zbtw9Dhw7F0aNH5WYmEBERUc1ValKQlZWFyMhIdOjQAfv27UNmZia0tLRgaWmJrl27omPHjjh8+DB+/PFHuLq6wtfXFw0aNMCePXvQpEmT6uoDERERVYEyZx+IRCLs3bsXAPDo0SP8+eefiImJQXBwMABAU1MTK1aswKBBg6RtmBAQERGpnwotPVivXj1cv34dx48fx4cffoiVK1di7NixWLx4Mdzd3XH16lVlxUlERERKVu6kICoqCr169UJERAQWLFiAo0ePYsiQIfD19cWZM2dgbm4ONzc3LFiwAE+fPi13ANnZ2Vi2bBkcHBxgZWUFNzc3xMfHV6gTCQkJaNu2LUxNTXHv3r0KtSUiIqKXSk0KtLW1YWJiAgBo2LAhpk6diujoaAwfPlxmf4NGjRph3rx52LVrF/7880/s27evXG8uCAJmzpyJI0eOwNPTE8uXL0dRURHc3Nxw586dcndi1apV0NKqkl2giYiI6qxSP0nff/99nDp1CgDg5ORU5sk6dOiAw4cPl/vNY2JicPHiRYSHh8PW1hYA0KdPHwwcOBBBQUHScQulOX36NP73v/9h0qRJCA0NLfd7ExERkaxS7xTk5eUhMTERiYmJuHnzJgDA19cXjx49KrFN8b4I5XH8+HFYWlpKEwIA0NHRwdixY3HmzBlkZ2eX2r6goADffvstunfvDnt7+3K/LxEREckrNSm4d+8ehgwZIv0BgMjISGRlZSmsn5ycjJEjR2L37t3levP4+HjY2NjIldvZ2SE/Px+3b98utf2+fftw9+5dfPXVV+V6PyIiIipZuR7EHzp0qMw6R48exeLFi2FoaIgOHTqU683T0tKkYxZe16xZMwBAampqiW2fP3+O4OBgDBs2DG3atEFKSkq53pOIiIgUK9c6BWZmZiUez83NxfLly7F//36888476NatG8zNzcv15hKJBDo6OnLlYrFYerwkmzdvxosXL/DFF1+U671KU97ZDh07dnzr96puV65cUXUINYI6XjuA168Yr596U8frV1ev3VsN2c/Ly8PIkSORmpqKdevW4eLFi8jIyCh3e7FYjLy8PLny4mSgODl408OHD7Fjxw5MmTIFTZs2rVzwr7GwsICuru5bn6cmUse/jPT/eP3UG6+f+qqt1y43N7fUL8JvlRTo6OjA3d0dDg4OMDExwc2bN3H37t1ytzcyMsKDBw/kyh8+fAgAMDY2VtguMDAQenp6GDlyJDIzMwEAL168APDysUJ2djbq169fwd4QERHVbaUmBU+ePJErE4lEAIAVK1bAw8MDw4cPlx5r3Lhxhe4UWFhYKFwFMTY2Ftra2mjdurXCdocPH4YgCOjevbvcscGDB6NTp04ICwsrdxxERERUQlKQnp6OhQsX4vz58wobSSQSnDlzBhEREZgzZw4+++wzAC/3PHj8+HG539zV1RUzZsxAbGysdFpiXl4ewsPD4ejoWOK3/R07dsiV/fHHH1izZg0CAwPx0UcflTsGIiIieklhUqCtrY07d+5g3LhxCAsLQ15eHk6cOIG+fftCEASIxWIcPnwY69atg7+/P2JiYrBmzRo0bty4Qksc9+rVCw4ODpgxYwamTZsGQ0ND7N69G2lpadiwYYO0XlJSEu7evQsrKysYGBigc+fOcufKzc0F8HIBpffee6+CvwYiIiJSuE6Bvr4+Tp48idGjRwMA/vnnH8yZMwdOTk4QiUQQiUTQ1dXFl19+if379+Phw4cYNmwY7t+/j8LCQjx79qxcby4SiRAcHIwBAwZg06ZNWLhwITQ0NLBz5060atVKWu/IkSPw8vLCrVu3qqDLREREpEiJixcVjx0AgNatWyM8PBydOnWCIAiYMWOG9NFC27ZtsX//fpibm8PX1xcAKjSuoH79+li0aBEuXbqEa9euISwsDJaWljJ1vL29cfPmTYV3CIp1794dN2/e5F0CIiKiSir3LokdO3bEmjVrALycdTBlyhTMmTMHWVlZqFevHtatW4dPP/0Uenp60lv5REREpD7KnRS8LjAwEMuWLcO5c+cwcOBA/PHHHxCJRPjmm29w5cqVUhc7IiKqazIzM7FgwQJ06tQJNjY28Pb2LnMV1p49e8LU1FTup2fPnjL1/v77b0yfPh2dOnVCx44dMWPGDCQnJ0uPX758WeF5TE1NsW7dOqX0l9RXudYpKN4p8fX/GUeMGIFu3bph4cKFcHNzw/LlyzFw4ECZxw5ERHVdUVERvLy8kJycDB8fH4jFYmzatAnu7u6IjIxEvXr1FLbz9/eXWdU1JSUFy5cvl/l3+OHDhxg7diwaN24s3QMmNDQU7u7uOHLkCOrVq4c2bdogJCRE5tyHDx/GyZMn0aVLFyX0mNRZmUmBIAiYPn06RCKR3CpIxsbG2LJlC1atWoV58+YhOztbOjiRiIiAEydOIC4uDhEREWjbti0AwN7eHq6urtizZw8mTZqksN3rO78+f/4cY8aMgYuLCxYsWCAt//HHH6Grq4tdu3ahUaNGAIBu3brByckJJ0+exKBBg2BgYAAnJydpm0uXLiEmJgZBQUEKN6Sjuq3UpKBly5b47bffpK81NTVhb28vk9mKRCLMnz8f9evXx44dO+Ds7IwmTZooL2IiIjUSHR0NOzs7aUIAACYmJnBxcUF0dHSJSUGxgoIC+Pj4oGnTpli1ahU0NP7/qe/UqVMxYsQIaUIAvNxQrkmTJgofT9y+fRuff/45lixZgl69elVB76i2KXVMgUgkwjvvvCP9AYBt27YpXH7Y29sbx44dY0JARPSahIQEhd/IbW1tkZiYiKKiolLbL126FBkZGfjuu++gra0td/zNf3NTU1Px+PFjtGzZUqY8PT0dU6dOhYeHB4YOHVqJnlBdUKmBhiXheAIiIlmlbRGfm5tb6oJvsbGx2Lt3L65fv45PPvkEn3/+OdLS0kp9v5CQEBgYGMgtA7927Vrcv38fgYGB6Nq1K3744QcIglCpPlHt9VYbIhERUekkEonCXViLy0qbwm1ra4t58+ahdevWSElJwcaNGzFhwgQcPHgQenp6cvXPnTuH3bt3w9/fX+49J0+eDHNzc7z//vu4fPkygoKCkJOTg88///wte0i1CZMCIiIlEovFCj/4i8vK2rb99TEHnTp1Qv/+/XH06FGMGDFCpl5ycjK+/PJL9OnTR2ajumIfffSRdF+Y7t27Q09PDz/88AMmTZqEBg0aVLhfVDtV6eMDIiKSZWRkpHDQX0pKCnR1daGvr1/uc33wwQdo3bo1bty4IVP+/Plz6f4xK1asKNe5evfujRcvXlRou3uq/ZgUEBEpkbm5OeLi4uTKr169CjMzM5nZBK97/PgxsrOz5coLCwuhqakpfV1UVIQvv/wS6enp2Lhxo8Jv/a8vZvR6OwDQ0uINY/p/TAqIiJSob9++uHz5MhITE6VlqampiI6ORt++fRW2yc3NRb9+/RAcHCxTfufOHdy5cwfW1tbSssDAQJw7dw5r165FixYt5M51/Phx9O3bV+b9AeDnn39Go0aNuNU8yWCKSESkRM7OzrC2toanpyemTZsGXV1dbN68GUZGRjKLvcXFxUEikcDe3h66urqYNWsWFi9ejIyMDHTv3h2PHz/GDz/8AHNzczg7OwMAjh49ii1btqBPnz6QSCQ4ffq09Hz6+vqwtraGs7MzrKys4O7ujkmTJuH999/HlStXsGvXLvj6+kJHR6fafydUczEpICJSIg0NDYSEhCAgIABBQUEoKCiAg4MD/Pz8ZBaCCwwMxP3796XLyo8ePRpNmjTB5s2b8dNPP6FBgwbo3bs35syZI73lf+7cOQAvv/X//PPPMu/bqVMnhIWFQUtLC1u2bMHGjRuxd+9ePHr0CB988AH8/f0xbNiwavotkLpgUkBEpGQNGzbEihUrSh0EGBYWJlfm7OwsvSugSEBAAAICAsp8/3r16mHOnDmYM2dO+QKmOotjCoiIiAgAkwIiIiJ6hUkBEZESFBXkqzqEClG3eEk5OKaAiEgJNLS0cWW1h6rDKLeOc39QdQhUA/BOAREREQFgUkBERESvMCkgIiIiAEwKiIiI6BUmBURERASASQGRWsjMzMSCBQvQqVMn2NjYwNvbW+F2vK8TBAHbt2+Hi4sL2rdvDxcXF/z3v/+VqXP58mWYmpoq/Ll37560Xn5+Pr777jv07NkT7du3x6BBg3D06FGl9JWIVIdTEolquKKiInh5eSE5ORk+Pj4Qi8XYtGkT3N3dERkZKbN+/usCAwPxww8/YNy4cbC2tsbVq1fh7+8PABg3bpxM3dmzZ6NNmzYyZYaGhtI/z5s3DzExMZg0aRJat26NM2fOYPbs2dDT00PPnj2ruMdEpCpMCohquBMnTiAuLg4RERFo27YtAMDe3h6urq7Ys2cPJk2aJNcmOzsb+/btw1dffSU93q9fP+Tl5WHnzp1ySUH37t2l535TcnIyTpw4gTVr1sDFxUV6rkePHiEsLIxJAVEtwscHRDVcdHQ07OzsZD60TUxM4OLigujoaIVt6tevj59++gnjx4+XKW/Xrp3Cxw76+volvv/777+PM2fOSBOCYhYWFmU+wiAi9cKkgKiGS0hIgI2NjVy5ra0tEhMTUVRUpLCdvr6+dIvd18/14YcfytU1MDAAABQWFio8V5MmTRTGpehcRKS+mBQQ1XBpaWkwMTGRK2/WrBlyc3Px9OnTcp3n3r17iIqKwrBhw2TKtbS04O/vD1tbW1hYWGDYsGG4dOlSqee6du0aLly4IHcuIlJvTAqIajiJRAJdXV258uKy3NzcMs9RUFCA+fPnw9jYGGPGjJE79vjxY3z77bcICgpCgwYN4OHhgfj4eIXnev78OebPn4+OHTvC2dm5Ej0iopqKSQFRDScWixV+8BeXKUoY3rR69Wpcu3YN//nPf6CjoyMtt7a2RmhoKDZs2AAnJyf07dsXW7duRYsWLbBt2za58wiCAF9fX2RkZGD16tVv0Ssi9aCs6cAAEBUVhUGDBqF9+/ZwcnJCcHAwCgoK5N5/6dKl6Nq1KywtLTFo0CBERkZWaR9fx9kHRDWckZGRwn+EUlJSoKurW+ogQQA4cOAAduzYgeXLl8PCwkLmmI6ODrp06SJTpq2tje7du+P8+fNy5/r+++8RExODTZs2oXnz5hXvDJEaUeZ04D179mDx4sUYMmQIvLy8cOvWLWzevBnZ2dmYN2+e9FxeXl5ISkqCh4cHTExMcOHCBcyfPx+CICjl8R2TAqIaztzcHHFxcXLlV69ehZmZGTQ0Sr7hd+XKFSxZsgTjx4/HyJEj5Y7n5eUhJydHLrEoLCyUuaMAAMeOHcOGDRvg6+uLbt26Va4zRGpEWdOBi+8kjBs3DosWLZLW0dPTw8aNGzF79mxoa2vj9u3buHLlCjZt2gRHR0dpvaysLOzatUspSQEfHxDVcH379sXly5eRmJgoLUtNTUV0dDT69u1bYrsHDx7A29sbnTp1wvz58xXWmTBhAr788kuZGQx5eXn45ZdfZGY8XL9+HQsWLMDw4cMxYcKEt+8UkRpQ1nRgkUiEiIgIzJkzR67Oixcv8OzZM2k94OXdwtcZGRlBEIS361wJeKeAqIZzdnaGtbU1PD09MW3aNOjq6mLz5s0wMjLC6NGjpfXi4uIgkUhgb2+PvLw8TJ8+HdnZ2Rg8eDDOnj0rc04rKysYGBhg5syZ8PT0xOTJkzF48GAUFhZi3759ePr0KSZPngwAyMjIwIwZM6CnpwdHR0ecPn1a5lz29vYQi8XK/0UQVbOEhAS4urrKldva2uL48eMoKipSeKdO0SO9N6fwKnr0kJCQgIYNG6Jx48YAgI8//hhdu3bF0qVL4efnBxMTE1y6dAkHDhzAkiVLKt2v0jApIKrhNDQ0EBISgoCAAAQFBaGgoAAODg7w8/OT+YclMDAQ9+/fx6lTp5CWloYbN24AAObOnSt3zp07d6Jz585wcHDAjh07EBwcDH9/fxQVFcHOzg579uyRjhm4ffs2Hj58CADw9vaWO1dMTAzee+89ZXSdSKXKMx24+AO8NMXTgX18fEqsk5WVhZ07d2Lw4MEyicb3338Pd3d3DB8+XFo2Z84cDBkypEJ9KS8mBURqoGHDhlixYgVWrFhRYp2wsDDpn9977z3cvHmzXOfu2LGjwpkGxTp37lzucxHVJsqeDvy6b775Bvn5+Zg+fbq0TBAE+Pn5ISMjA8uWLYOxsTEuX76MDRs24OOPP1bKEuNMCoiIiBSoyunAu3fvlhu8W2zHjh04cuQINmzYIHPn4dixYzh37hyOHj0KY2NjAECPHj3QvHlzLFy4EDExMSXOgKgsDjQkIiJSoKqmA3/99ddy04GLXbhwAatWrYKXl5fcN/8TJ06gU6dO0oSg2KBBg5CRkYHY2NiKdagcmBQQ1VBFBfmqDqHC1DFmopIoczowACQlJcHHxwdOTk744osv5I5LJBKF+5EUL3D04sWL8nal3Pj4gKiG0tDSxpXVHqoOo0I6zv1B1SEQVZm+ffvCx8cHiYmJMDMzA/D/04EVDbotVp7pwFlZWZg2bRpMTEywevVq6fTD11lZWSEkJATJycl4//33peUHDhyAhoYGLC0t37KH8pgUEBERKaDM6cCzZs3CP//8g4ULF+LXX3+VqdO2bVs0a9YMY8eORUREBEaPHo1JkyahWbNmuHz5Mvbt24cJEyYoZVVRJgVEREQKKHM68Llz5wAAy5Ytk6uzcuVKDBs2DO+88w727NmDoKAgbNu2Dc+ePcOHH36Ir7/+Gp999plS+sykgIiIqATKmg5c3mm+jRs3Vpg4KAsHGhIREREAJgVERET0CpMCIiIiAsCkgIiISIY6rrdRVTFzoCEREdFr6vIaIbxTQERERABqQFKQnZ2NZcuWwcHBAVZWVnBzc0N8fHyZ7e7du4c5c+bA3t4eVlZWGDdunFLWgSYiIqorVJoUCIKAmTNn4siRI/D09MTy5ctRVFQENzc33Llzp8R2qamp+Oyzz/D7779j5syZWLJkCQBg4sSJSExMrKboiYiIaheVJgUxMTG4ePEi1q9fjwkTJmDAgAHYtm0bjIyMEBQUVGK7qKgoFBYWYu/evRg7diyGDBmCrVu3wtDQEOHh4dXYAyIiotpDpUnB8ePHYWlpCVtbW2mZjo4Oxo4dizNnziA7O1thO09PT/z4448wNDSUlunq6sLU1FThNpdERERUNpUmBfHx8bCxsZErt7OzQ35+Pm7fvl1i29cTAgAoLCxEYmIiWrZsWeVxEhER1QUqTQrS0tJgYmIiV96sWTMAL8cOlNf+/fuRmpqKYcOGVVl8REREdYlK1ymQSCTQ0dGRKxeLxdLj5fHXX39h1apVGDlypHTP64ooz2wHAOjYsWOFz61qV65cUXUINYI6Xjt1pYz/53j9qoey/r3g9aseVXH9VJoUiMVi5OXlyZUXJwPFyUFpnj17hhkzZuC9996Dr69vpeKwsLCArq5updrWdPzLSNWN/8+pL1479Vae65ebm1vqF2GVJgVGRkZ48OCBXPnDhw8BAMbGxqW2z8vLw8yZM5GZmYl9+/ZBT09PKXESERHVBSpNCiwsLHD16lW58tjYWGhra6N169altl+0aBGuXbuGHTt24P3331dWmERERHWCSgcaurq6Ij4+XmYlwry8PISHh8PR0RH169cvse369esRFRWFlStXwtraujrCJSIiqtVUeqegV69ecHBwwIwZMzBt2jQYGhpi9+7dSEtLw4YNG6T1kpKScPfuXVhZWcHAwADHjx/HunXr4ODggHr16uH06dMy53VycqrurhAREak9lSYFIpEIwcHBCAwMxKZNm5CTk4P27dtj586daNWqlbTekSNHEBwcjJ07d6Jz58745ZdfIAgCLly4gAsXLsid9+bNm9XZDSIiolpB5Vsn169fH4sWLcKiRYtKrOPt7Q1vb2/p64CAAAQEBFRHeERERHWGyndJJCIiopqBSQEREREBYFJARERErzApICIiIgBMCoiIiOgVJgVEREQEgEkBERERvcKkgIiIiAAwKSAiIqJXmBTUIZmZmViwYAE6deoEGxsbeHt7IyUlpcraxcbGwt3dHdbW1ujcuTNmz54t3QYbANzc3GBqaqrwJyIiokr7SkREFafyZY6pehQVFcHLywvJycnw8fGBWCzGpk2b4O7ujsjISNSrV++t2v3666+YOHEiOnfujMWLFyM7Oxs7duzAyJEj8eOPP6Jx48aYPXs2nj59KnP+uLg4bNq0CWZmZsr+FRARURmYFNQRJ06cQFxcHCIiItC2bVsAgL29PVxdXbFnzx5MmjTprdoFBASgU6dO2Lp1K0QiEQCgf//+cHV1xZYtWzBv3jyFW1z/+OOPMDc3h7m5uTK6TUREFcDHB3VEdHQ07OzspB/sAGBiYgIXFxdER0e/Vbvnz5/j+vXrGDlypDQhAAB9fX306dMHly9fVnjuJ0+e4OTJkxg+fPjbdo+IiKoAk4I6IiEhATY2NnLltra2SExMRFFRUaXb5ebmAni54+Wb6tWrh5ycHIXnjoqKgkgkwsCBAyvSFSIiUhImBXVEWloaTExM5MqbNWuG3NxcuWf9FWnXuHFjNG7cGOfPn5epU1hYiPPnzytsDwAHDx5E79690ahRo4p3iIiIqhyTgjpCIpFAV1dXrry4rPjbfmXaiUQijB07Frt27UJoaChSUlJw8+ZNzJo1C7du3YK9vb1c+99//x23bt3CiBEj3qZbRERUhTjQsI4Qi8UKP/iLyxR98FeknZeXF54+fYrAwECsWrUKIpEITZo0gY6ODoYOHSrX/sCBA3j33XcVJgxERKQavFNQRxgZGSlcWyAlJQW6urrQ19d/q3ZaWlrw8/PD+fPncfDgQZw4cQJaWloYPXo0mjZtKtM2JycHx44dw7Bhw2QGJhIRkWoxKagjzM3NERcXJ1d+9epVmJmZQUND8f8KFW2nr68PCwsLHDhwAFlZWfDy8pJre/ToUbx48QLDhg2rZG+IiEgZmBTUEX379sXly5eRmJgoLUtNTUV0dDT69u1bpe2Sk5Oxbds2TJkyBU2aNJE7fuDAAdjb26N58+Zv0SMiIqpqHFNQRzg7O8Pa2hqenp6YNm0adHV1sXnzZhgZGWH06NHSenFxcZBIJNJn/eVt97qVK1dCX18fEyZMkDt2+/Zt/P777wgKClJKP4mIqPKYFNQRGhoaCAkJQUBAAIKCglBQUAAHBwf4+fnJLHEcGBiI+/fv49SpUxVqV+zChQuIiYmBv78/9PT05I4fOHAA+vr66N27t/I6S0RElcKkoA5p2LAhVqxYgRUrVpRYJywsrFLtinXp0gU3b94s8bivry98fX3LFzAREVUrjikgIiIiAEwKiIiI6BUmBURERASASUGtVlSQr+oQKkwdYyYiqi040LAW09DSxpXVHqoOo0I6zv1B1SEQEdVZvFNAREREAJgUEBER0StMCoiIiAgAkwIiIiJ6hUkBERERAWBSQERERK8wKSAiIiIATAqIiIjoFSYFREREBIBJAREREb3CpICIiIgAMCkgIiKiV5gUEBEREQAmBURERPQKkwIiIiICwKSAiIiIXmFSQERERACYFBAREdErTAqIiIgIAJMCIiIieoVJAREREQFgUkBERESvMCkgIiIiACpOCrKzs7Fs2TI4ODjAysoKbm5uiI+PL1fbCxcuYMSIEWjfvj169OiB7777Dvn5+UqOmIiIqPZSWVIgCAJmzpyJI0eOwNPTE8uXL0dRURHc3Nxw586dUttevnwZnp6eMDY2RkBAAEaNGoWtW7diyZIl1RM8ERFRLaSlqjeOiYnBxYsXER4eDltbWwBAnz59MHDgQAQFBSE4OLjEtitXroSdnR3Wr18vLWvWrBl8fX3h5uYGMzMzpcdPRERU26jsTsHx48dhaWkpTQgAQEdHB2PHjsWZM2eQnZ2tsF1SUhJu3LiBiRMnypQPHjwYjRs3xrFjx5QaNxERUW2lsqQgPj4eNjY2cuV2dnbIz8/H7du3S2wHQK6tpqYmrK2tcf369aoPloiIqA5Q2eODtLQ0mJiYyJU3a9YMAJCamlpiu/r16+Odd96RO2ZiYoJff/213DEIggAAyMvLK3ebhvW0y11X1XJzcwGx/O+pJsvNzVXaudXp2gG8fm/i9VMuZV47QL2un7pdO6D816/486748+9NKksKJBIJdHR05MrFYrH0eEntdHV1FR7T1dUtsZ0ixbMVbt26Ve42Uwa2KnddVYuPjwe6jFN1GBVS3tknlaFO1w7g9XsTr59yKfPaAep1/dTt2gEVv375+fnSz9vXqSwpEIvFCr+hF3+oKwq2uLykjCg3N7fEdorUr18fbdq0gba2NkQiUbnbERERqSNBEJCfn4/69esrPK6ypMDIyAgPHjyQK3/48CEAwNjYWGE7Y2NjZGdnIzMzEw0bNpQ59uDBAxgZGZU7Bg0NDYWPIYiIiGqr0r48q2ygoYWFBa5evSpXHhsbC21tbbRu3Vphu3bt2gGAXNvCwkL8/vvvsLCwqPpgiYiI6gCVJQWurq6Ij49HbGystCwvLw/h4eFwdHQs8dZGy5Yt0bZtW2zfvl2mPCoqChkZGXB1dVVm2ERERLWWSChpCKKSCYKASZMmISEhAdOmTYOhoSF2796NhIQEHDhwAK1avRyUkpSUhLt378LKygoGBgYAXq5oOHHiRDg5OWHAgAFISkpCSEgIBg4cCH9/f1V0h4iISO2pLCkAXu59EBgYiGPHjiEnJwft27fH3LlzYWlpKa2zbt06BAcHY+fOnejcubO0/Pz581i7di1u3rwJAwMDDBs2DDNmzIC2tvpMeyEiIqpJVJoUEBERUc3BrZOJiIgIAJMCIiIieoVJgRpyc3ND165dkZmZqfD4rFmz4ObmJq1ramoq/bG1tcWQIUOwbds2pS9rSoq9eU06dOiAPn36YNGiRUhMTJTWi4iIkKmn6Kdnz54q7End9eY1tLKywpAhQ7B582bp36uyrl9BQYGKe1F7ubm5YdasWXLl//3vf2FqaorvvvsOAGBqaoopU6aUeJ4uXbpg3bp10tcVra+OVLZ4Eb2d9PR0BAQEYMWKFWXWtbW1hYeHBwDg6dOn+O2337BmzRqcO3cOoaGhyg6VFHj9mkgkEiQlJSEqKgqRkZFYvHgxRo4cCQcHB4SEhEjbHDlyBGfPnsXq1aulZRVZwZOqVvE1FAQBGRkZiIuLw7p163D27Fns2LFDWi84OBhaWvL/1GpqalZnuHXe3r17sXz5ckydOhVffPGFtPzs2bM4dOgQhgwZUq7zVLS+umFSoKbEYjEOHjyIgQMHwt7evtS6RkZGcHJykr4eOnQo2rRpg5UrV+L333+HlZWVkqOlN715TQDA09MT8+fPx5IlS2BmZgZLS0vpBmHAy7XN//e//8m1I9V48xqOGDECTk5OmDFjBs6cOSMt7969e4n7tVD1iIiIwOLFizFp0iTMnj1b5phYLMbKlSvRrVs3NGnSpMxzVbS+uuHjAzXl6OiI9u3bw8/PDy9evKhw++JE4v79+1UdGlWSlpYW/P39YWxsjPXr16s6HKqEXr16QSwW486dO6oOhV45cuQIFi5cCHd3d8ydO1fu+MSJE1FQUIBly5aV63wVra9umBSoKQ0NDSxfvhypqakICgqqcPviHbVatGhR1aHRW9DV1cWgQYNw/vx55OTkqDocqqDk5GRIJBIYGhqqOhQCEB0djblz52Ls2LHw9fVVWMfY2BhfffUVjh8/jpiYmDLPWdH66oZJgRozNTWFp6cnwsLCcO3atRLrFRYWIjs7G9nZ2bh37x727duHgIAA9OnTR2ahKKoZzM3NkZ+fL90cjGqmN/9eHTt2DFOmTIGBgQGcnZ2l9XJycqT1in8U7RBLVeuPP/7Al19+iX79+sHPz6/UuqNGjUKnTp2wZMkSZGVllXnuitZXJ0wK1JyXlxdatWqFhQsXlvgPzU8//QQbGxvY2NigV69eWLRoEezs7LgkdA3VoEEDAChxdgnVDG/+vZo1axYMDQ0RFhYms/vqJ598Iq1X/LN8+XIVRl433Lt3D9ra2rhy5QoePXpUal2RSITly5cjMzMTq1atKvPcFa2vTpgUqDkdHR34+/vjzp072Lhxo8I69vb2CA8PR3h4ODZt2gQ/Pz+kpKSgX79+0scIVHMUf/PQ19dXbSBUqtf/Xg0dOhQNGjRAcHCw3A6v27dvl9Yr/imeeULK06lTJ0RGRiInJwfTp08vcwr2Bx98AG9vb+zfvx+XLl0q8/wVra8umBTUAh06dICbmxu2bNmCmzdvyh03MDCAra0tbG1t4ejoCDc3N+zZswcmJiZYsmRJ9QdMpUpISICuri5MTExUHQqV4vW/V3PnzoUgCNiwYYNcPRsbG2m94h+O5VE+Q0NDfPjhh1i/fj0SEhJKHFPwuokTJ8LCwgKLFi0q1wDuitZXB0wKaolZs2bB2NgYCxcuRGFhYZn1dXR0YGVlhVu3blVDdFReEokEhw4dQo8ePbgGgRpp3LgxPDw8sHv3bvz777+qDodeY2tri+XLl+Po0aNlLiykqakJf39/pKSkYO3atWWeu6L11QGTglpCT08Py5cvx59//olffvmlzPpZWVk4e/YsPvjgg2qIjsojLy8P8+bNQ0ZGBry9vVUdDlXQxIkToa+vj//85z+qDoXeMGTIEHh5eSE4OBhHjx4tta6ZmRk8PDywc+dOPHv2rMxzV7R+TcfFi2oRe3t7DB8+HAcPHpQpT0tLw+nTpwG8HLx29+5dREVFITU1lfPhVeT1a/LixQv89ddfiIqKQkZGBtasWYM2bdqoOEKqKD09PXz++edYtGgRfv/9d1WHQ2/w8fHBP//8A19fX7z77rulLto2ffp0/Pzzz+Veb6Ki9WsyJgW1zPz583H27FmZstjYWMTGxgIAtLW1YWhoCBsbG0ycOJFTElXk9WvSoEEDmJiYoE+fPhgzZgzef/99FUdHlTV8+HBs374dq1atwsiRI1UdDr1GJBJh1apVcHNzw4wZM7Bv374S6xYP4B4zZky5zl3R+jWZSBAEQdVBEBERkepxTAEREREBYFJARERErzApICIiIgBMCoiIiOgVJgVEREQEgEkBEb2lS5cuIS4uTqbs+fPn2Lp1KyQSicLXRFQzMSkgoreye/duHD58WKbs6dOnWL16NXJychS+LpaXl4d//vmn1J83d/88c+YMRowYodxOEdVRXLyIiKrMN998g2vXriE/Px/Ay6V/NTU15V67uLhg6tSpuHPnDoYMGVLqOQ8dOoQNGzbAwsICU6dORXZ2NpKTk5XdFaI6iUkBEVVKYWEhBEGQ/hQUFMDJyQmWlpZ48uQJVq9ejZEjR6JevXpyr1u2bAkAaNu2La5fv46QkBCcPXsWu3btAgC4ubmhS5cu8PLygpaWFrKysuTuMhBR1WNSQESVMm7cOFy9elX6eteuXZg5cya8vb2RlZWF3NxcjBgxAmKxWO7167S0tKChoSH9czENDQ2Z10SkfPwbR0SV4u/vj+zsbMycORPW1taYPHkyjIyMYGtri6ysLADAd999J9Pmu+++w8CBA7FmzRoALzeGysrKwpMnT5CbmyvdUCY3NxdPnjzBnTt3oK+vX639IqrLmBQQUaV89NFHuHv3LlJSUtC4cWOZzbU2b94MW1tbuTabNm3CgwcPpK9Xr14tM0ixX79+0j9fv34dO3fuxPjx45XUAyJ6E2cfEFGlRUVFAQD++ecfFBUVScvFYjHq168v96OtrS3Tfs2aNbh58yZ69+6NkSNH4ubNm7h58yZsbGzwxRdf4ObNm1i4cGG19omoLuOdAiKqlIKCAkRERAAAzp8/j1mzZuHbb78F8HJ/eUXjASQSCZydnWXKHjx4gF9++QWrV68u8b22bNkCkUiEgoIC3LhxAzo6OlXYEyIqxqSAiCrl6NGjSE9Ph6mpKQwNDXHt2jXs378fABAYGFiuxwf5+fmYO3cu3nvvPfTu3VtarqOjI5NUaGtro3Pnznj69CkA1Ip964lqIpEgCIKqgyAi9ZKfn48BAwbA0tISeXl5MDQ0xNSpU9GwYUN069ZNOtBQkdcHGh47dgwLFy5EWFgYLCwsSn3Pe/fuIS8vD++88w6aNm1apf0hopeYFBBRhaWnp8PZ2Rk//vgj1qxZA0NDQ3z99ddy9X755Rd4enri5s2bJZ4rJSUF9erVkytftWoVMjIysGrVKrlj9evXh6am5tt1gojk8PEBEVVY06ZNsX79erRo0UKmvGfPnrh//75cfVNTU5nXHTp0wL59+wC8nH7Yo0ePEt/Lzs5OruzAgQMysx2IqGowKSCiSunSpYtc2fbt26VLGufn58PLywsPHz7E0KFDMWXKFGm91xcweu+993D+/Hm5cy1btgyPHz/G2rVr5Y4ZGBhUQQ+I6E1MCoioyhTfOXjw4AGWLFmCwsJCrF27Fr6+vjAyMsLMmTPlZg5oamoqHCOgo6MDbW1tjh8gqkZMCoioSjx9+hQXLlzAyZMn8fPPP6Nz587Yv38/mjVrhubNm+PLL7/EgQMHMHjwYNjb26Nbt25ITk6W3ll40/PnzyGRSKSrHL5JW1tb7vEFEb0dDjQkorfy+eefw9DQEB06dMCqVavg6OiITz/9FFZWVjL18vPzcfjwYURFRSEjIwOHDx8ucQxCebz77rs4depUFfSAiIoxKSCiKlFYWAiRSCTd3Kg0RUVF5apHRNWLSQEREREB4N4HRERE9AqTAiIiIgLApICIiIheYVJAREREAJgUEBER0StMCoiIiAgAkwIiIiJ6hUkBERERAQD+DxfT3U7rHHRgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "t = visualize.TO(config)\n",
    "t.cw_result2()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "a = visualize.API()\n",
    "a.cw_influence(var_type=\"window\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "a = visualize.API()\n",
    "a.cw_influence(var_type=\"k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "a = visualize.API()\n",
    "a.cw_influence(var_type=\"psub\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importlib.reload(visualize)\n",
    "a = visualize.API()\n",
    "a.cw_influence(var_type=\"mode\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "ef5aa8c11138f3c7ece2c49a86cd1f9deb55d248c05b5281dbb42e88183a3308"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 ('DTTA': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
